In this project, you'll use generative adversarial networks to generate new images of faces.
You'll be using two datasets in this project:
Since the celebA dataset is complex and you're doing GANs in a project for the first time, we want you to test your neural network on MNIST before CelebA. Running the GANs on MNIST will allow you to see how well your model trains sooner.
If you're using FloydHub, set data_dir to "/input" and use the FloydHub data ID "R5KrjnANiKVhLWAkpXhNBe".
data_dir = './data'
# FloydHub - Use with data ID "R5KrjnANiKVhLWAkpXhNBe"
#data_dir = '/input'
"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
import helper
helper.download_extract('mnist', data_dir)
helper.download_extract('celeba', data_dir)
Found mnist Data Found celeba Data
show_n_images = 25
"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
%matplotlib inline
import os
from glob import glob
from matplotlib import pyplot
mnist_images = helper.get_batch(glob(os.path.join(data_dir, 'mnist/*.jpg'))[:show_n_images], 28, 28, 'L')
pyplot.imshow(helper.images_square_grid(mnist_images, 'L'), cmap='gray')
<matplotlib.image.AxesImage at 0x7fe1698682e8>
The CelebFaces Attributes Dataset (CelebA) dataset contains over 200,000 celebrity images with annotations. Since you're going to be generating faces, you won't need the annotations. You can view the first number of examples by changing show_n_images.
show_n_images = 25
"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
mnist_images = helper.get_batch(glob(os.path.join(data_dir, 'img_align_celeba/*.jpg'))[:show_n_images], 28, 28, 'RGB')
pyplot.imshow(helper.images_square_grid(mnist_images, 'RGB'))
<matplotlib.image.AxesImage at 0x7fe169821630>
Since the project's main focus is on building the GANs, we'll preprocess the data for you. The values of the MNIST and CelebA dataset will be in the range of -0.5 to 0.5 of 28x28 dimensional images. The CelebA images will be cropped to remove parts of the image that don't include a face, then resized down to 28x28.
The MNIST images are black and white images with a single color channel while the CelebA images have 3 color channels (RGB color channel).
You'll build the components necessary to build a GANs by implementing the following functions below:
model_inputsdiscriminatorgeneratormodel_lossmodel_opttrainThis will check to make sure you have the correct version of TensorFlow and access to a GPU
"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
from distutils.version import LooseVersion
import warnings
import tensorflow as tf
# Check TensorFlow Version
assert LooseVersion(tf.__version__) >= LooseVersion('1.0'), 'Please use TensorFlow version 1.0 or newer. You are using {}'.format(tf.__version__)
print('TensorFlow Version: {}'.format(tf.__version__))
# Check for a GPU
if not tf.test.gpu_device_name():
warnings.warn('No GPU found. Please use a GPU to train your neural network.')
else:
print('Default GPU Device: {}'.format(tf.test.gpu_device_name()))
TensorFlow Version: 1.0.1 Default GPU Device: /gpu:0
Implement the model_inputs function to create TF Placeholders for the Neural Network. It should create the following placeholders:
image_width, image_height, and image_channels.z_dim.Return the placeholders in the following the tuple (tensor of real input images, tensor of z data)
import problem_unittests as tests
def model_inputs(image_width, image_height, image_channels, z_dim):
"""
Create the model inputs
:param image_width: The input image width
:param image_height: The input image height
:param image_channels: The number of image channels
:param z_dim: The dimension of Z
:return: Tuple of (tensor of real input images, tensor of z data, learning rate)
"""
# TODO: Implement Function
input_real = tf.placeholder(tf.float32, (None, image_width, image_height, image_channels), name='input_real')
input_z = tf.placeholder(tf.float32, (None, z_dim), name='input_z')
learning_rate = tf.placeholder(tf.float32, name='learning_rate')
return input_real, input_z, learning_rate
"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_model_inputs(model_inputs)
Tests Passed
Implement discriminator to create a discriminator neural network that discriminates on images. This function should be able to reuse the variables in the neural network. Use tf.variable_scope with a scope name of "discriminator" to allow the variables to be reused. The function should return a tuple of (tensor output of the discriminator, tensor logits of the discriminator).
def discriminator(images, reuse=False):
"""
Create the discriminator network
:param images: Tensor of input image(s)
:param reuse: Boolean if the weights should be reused
:return: Tuple of (tensor output of the discriminator, tensor logits of the discriminator)
"""
# TODO: Implement Function
alpha = 0.2
with tf.variable_scope('discriminator', reuse=reuse):
# Input layer is 28x28x3
x1 = tf.layers.conv2d(images, 64, 5, strides=2, padding='same')
relu1 = tf.maximum(alpha * x1, x1)
# 14x14x64
x2 = tf.layers.conv2d(relu1, 128, 5, strides=2, padding='same')
bn2 = tf.layers.batch_normalization(x2, training=True)
relu2 = tf.maximum(alpha * bn2, bn2)
# 7x7x128
x3 = tf.layers.conv2d(relu2, 256, 5, strides=2, padding='same')
bn3 = tf.layers.batch_normalization(x3, training=True)
relu3 = tf.maximum(alpha * bn3, bn3)
# 4x4x256
# Flatten it
flat = tf.reshape(relu3, (-1, 4*4*256))
logits = tf.layers.dense(flat, 1)
out = tf.sigmoid(logits)
return out, logits
"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_discriminator(discriminator, tf)
Tests Passed
Implement generator to generate an image using z. This function should be able to reuse the variables in the neural network. Use tf.variable_scope with a scope name of "generator" to allow the variables to be reused. The function should return the generated 28 x 28 x out_channel_dim images.
def generator(z, out_channel_dim, is_train=True):
"""
Create the generator network
:param z: Input z
:param out_channel_dim: The number of channels in the output image
:param is_train: Boolean if generator is being used for training
:return: The tensor output of the generator
"""
# TODO: Implement Function
alpha = 0.2
reuse = not is_train
with tf.variable_scope('generator', reuse=reuse):
# First fully connected layer
x1 = tf.layers.dense(z, 4*4*512)
# Reshape it to start the convolutional stack
x1 = tf.reshape(x1, (-1, 4, 4, 512))
bn1 = tf.layers.batch_normalization(x1, training=is_train)
lrelu1 = tf.maximum(alpha * bn1, bn1)
# 4x4x512 now
upsample2 = tf.image.resize_nearest_neighbor(lrelu1, (7,7))
conv2 = tf.layers.conv2d(upsample2, 256, 5, padding='same', activation=None)
# x2 = tf.layers.conv2d_transpose(x1, 256, 5, strides=2, padding='same')
bn2 = tf.layers.batch_normalization(conv2, training=is_train)
lrelu2 = tf.maximum(alpha * bn2, bn2)
# 7x7x256 now
upsample3 = tf.image.resize_nearest_neighbor(lrelu2, (14,14))
conv3 = tf.layers.conv2d(upsample3, 128, 5, padding='same', activation=None)
bn3 = tf.layers.batch_normalization(conv3, training=is_train)
lrelu3 = tf.maximum(alpha * bn3, bn3)
# 16x16x128 now
# Output layer
upsample3 = tf.image.resize_nearest_neighbor(lrelu3, (28,28))
logits = tf.layers.conv2d(upsample3, out_channel_dim, 5, padding='same')
# 32x32x3 now
out = tf.tanh(logits)
return out
"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_generator(generator, tf)
Tests Passed
Implement model_loss to build the GANs for training and calculate the loss. The function should return a tuple of (discriminator loss, generator loss). Use the following functions you implemented:
discriminator(images, reuse=False)generator(z, out_channel_dim, is_train=True)def model_loss(input_real, input_z, out_channel_dim):
"""
Get the loss for the discriminator and generator
:param input_real: Images from the real dataset
:param input_z: Z input
:param out_channel_dim: The number of channels in the output image
:return: A tuple of (discriminator loss, generator loss)
"""
# TODO: Implement Function
gen_model = generator(input_z,out_channel_dim,is_train=True)
d_model_real,d_logits_real =discriminator(input_real,reuse=False)
d_model_fake,d_logits_fake =discriminator(gen_model,reuse=True)
d_loss_real = tf.reduce_mean(
tf.nn.sigmoid_cross_entropy_with_logits(logits=d_logits_real, labels = tf.ones_like(d_model_real) * 0.9))
d_loss_fake = tf.reduce_mean(
tf.nn.sigmoid_cross_entropy_with_logits(logits=d_logits_fake, labels = tf.zeros_like(d_model_fake)))
d_loss = d_loss_real + d_loss_fake
g_loss = tf.reduce_mean(
tf.nn.sigmoid_cross_entropy_with_logits(logits=d_logits_fake, labels = tf.ones_like(d_model_fake)))
return d_loss, g_loss
"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_model_loss(model_loss)
Tests Passed
Implement model_opt to create the optimization operations for the GANs. Use tf.trainable_variables to get all the trainable variables. Filter the variables with names that are in the discriminator and generator scope names. The function should return a tuple of (discriminator training operation, generator training operation).
def model_opt(d_loss, g_loss, learning_rate, beta1):
"""
Get optimization operations
:param d_loss: Discriminator loss Tensor
:param g_loss: Generator loss Tensor
:param learning_rate: Learning Rate Placeholder
:param beta1: The exponential decay rate for the 1st moment in the optimizer
:return: A tuple of (discriminator training operation, generator training operation)
"""
# TODO: Implement Function
t_vars = tf.trainable_variables()
d_vars = [var for var in t_vars if var.name.startswith('discriminator')]
g_vars = [var for var in t_vars if var.name.startswith('generator')]
with tf.control_dependencies(tf.get_collection(tf.GraphKeys.UPDATE_OPS)):
g_opt_train = tf.train.AdamOptimizer(learning_rate, beta1=beta1).minimize(g_loss, var_list=g_vars)
d_opt_train = tf.train.AdamOptimizer(learning_rate, beta1=beta1).minimize(d_loss, var_list=d_vars)
return d_opt_train, g_opt_train
"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_model_opt(model_opt, tf)
Tests Passed
"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
import numpy as np
def show_generator_output(sess, n_images, input_z, out_channel_dim, image_mode):
"""
Show example output for the generator
:param sess: TensorFlow session
:param n_images: Number of Images to display
:param input_z: Input Z Tensor
:param out_channel_dim: The number of channels in the output image
:param image_mode: The mode to use for images ("RGB" or "L")
"""
cmap = None if image_mode == 'RGB' else 'gray'
z_dim = input_z.get_shape().as_list()[-1]
example_z = np.random.uniform(-1, 1, size=[n_images, z_dim])
samples = sess.run(
generator(input_z, out_channel_dim, False),
feed_dict={input_z: example_z})
images_grid = helper.images_square_grid(samples, image_mode)
pyplot.imshow(images_grid, cmap=cmap)
pyplot.show()
Implement train to build and train the GANs. Use the following functions you implemented:
model_inputs(image_width, image_height, image_channels, z_dim)model_loss(input_real, input_z, out_channel_dim)model_opt(d_loss, g_loss, learning_rate, beta1)Use the show_generator_output to show generator output while you train. Running show_generator_output for every batch will drastically increase training time and increase the size of the notebook. It's recommended to print the generator output every 100 batches.
def train(epoch_count, batch_size, z_dim, learning_rate, beta1, get_batches, data_shape, data_image_mode):
"""
Train the GAN
:param epoch_count: Number of epochs
:param batch_size: Batch Size
:param z_dim: Z dimension
:param learning_rate: Learning Rate
:param beta1: The exponential decay rate for the 1st moment in the optimizer
:param get_batches: Function to get batches
:param data_shape: Shape of the data
:param data_image_mode: The image mode to use for images ("RGB" or "L")
"""
# TODO: Build Model
losses = []
steps = 0
_, image_width, image_height, image_channels = data_shape
input_real, input_z , learning_rate_pl = model_inputs(image_width,image_height,image_channels,z_dim)
d_loss, g_loss = model_loss(input_real, input_z, image_channels)
d_opt, g_opt = model_opt(d_loss, g_loss,learning_rate_pl, beta1)
n_images = 25
with tf.Session() as sess:
sess.run(tf.global_variables_initializer())
for epoch_i in range(epoch_count):
for batch_images in get_batches(batch_size):
# TODO: Train Model
steps += 1
# Sample random noise for G
batch_z = np.random.uniform(-1, 1, size=(batch_size, z_dim))
batch_images = batch_images * 2.0
_ = sess.run(d_opt, feed_dict={input_real:batch_images,input_z:batch_z,learning_rate_pl:learning_rate})
_ = sess.run(g_opt, feed_dict={input_real:batch_images,input_z:batch_z,learning_rate_pl:learning_rate})
# sess.run(g_opt, feed_dict={input_real:batch_images,input_z:batch_z,learning_rate_pl:learning_rate})
if steps % 10 == 0 :
train_loss_d = d_loss.eval({input_real:batch_images,input_z:batch_z,learning_rate_pl:learning_rate})
train_loss_g = g_loss.eval({input_real:batch_images,input_z:batch_z,learning_rate_pl:learning_rate})
print("Epoch {}/{}...".format(epoch_i+1, epoch_count),
"Discriminator Loss: {:.4f}...".format(train_loss_d),
"Generator Loss: {:.4f}".format(train_loss_g))
losses.append((train_loss_d, train_loss_g))
if steps % 100 == 0:
show_generator_output(sess,n_images,input_z,image_channels,data_image_mode)
Test your GANs architecture on MNIST. After 2 epochs, the GANs should be able to generate images that look like handwritten digits. Make sure the loss of the generator is lower than the loss of the discriminator or close to 0.
batch_size = 128
z_dim = 512
learning_rate = 0.0002
beta1 = 0.5
"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
epochs = 25
mnist_dataset = helper.Dataset('mnist', glob(os.path.join(data_dir, 'mnist/*.jpg')))
with tf.Graph().as_default():
train(epochs, batch_size, z_dim, learning_rate, beta1, mnist_dataset.get_batches,
mnist_dataset.shape, mnist_dataset.image_mode)
Epoch 1/25... Discriminator Loss: 0.4619... Generator Loss: 2.6462 Epoch 1/25... Discriminator Loss: 0.3906... Generator Loss: 3.9583 Epoch 1/25... Discriminator Loss: 0.3677... Generator Loss: 3.8449 Epoch 1/25... Discriminator Loss: 0.7656... Generator Loss: 3.0281 Epoch 1/25... Discriminator Loss: 1.0453... Generator Loss: 4.5764 Epoch 1/25... Discriminator Loss: 0.6831... Generator Loss: 2.8820 Epoch 1/25... Discriminator Loss: 0.5185... Generator Loss: 3.2898 Epoch 1/25... Discriminator Loss: 0.4767... Generator Loss: 3.0170 Epoch 1/25... Discriminator Loss: 0.5933... Generator Loss: 2.5292 Epoch 1/25... Discriminator Loss: 0.6219... Generator Loss: 2.2008
Epoch 1/25... Discriminator Loss: 1.1004... Generator Loss: 1.1556 Epoch 1/25... Discriminator Loss: 0.6982... Generator Loss: 1.9497 Epoch 1/25... Discriminator Loss: 0.8090... Generator Loss: 1.5425 Epoch 1/25... Discriminator Loss: 1.2682... Generator Loss: 0.6667 Epoch 1/25... Discriminator Loss: 0.9897... Generator Loss: 1.4328 Epoch 1/25... Discriminator Loss: 2.1235... Generator Loss: 3.2972 Epoch 1/25... Discriminator Loss: 1.2764... Generator Loss: 1.3099 Epoch 1/25... Discriminator Loss: 1.0558... Generator Loss: 1.0448 Epoch 1/25... Discriminator Loss: 1.1302... Generator Loss: 1.0799 Epoch 1/25... Discriminator Loss: 1.0854... Generator Loss: 1.0294
Epoch 1/25... Discriminator Loss: 1.1058... Generator Loss: 1.0616 Epoch 1/25... Discriminator Loss: 1.1063... Generator Loss: 1.0626 Epoch 1/25... Discriminator Loss: 1.0034... Generator Loss: 1.2190 Epoch 1/25... Discriminator Loss: 1.0519... Generator Loss: 1.1118 Epoch 1/25... Discriminator Loss: 1.2629... Generator Loss: 0.7075 Epoch 1/25... Discriminator Loss: 0.9590... Generator Loss: 1.7456 Epoch 1/25... Discriminator Loss: 1.1463... Generator Loss: 0.8991 Epoch 1/25... Discriminator Loss: 1.0308... Generator Loss: 1.3357 Epoch 1/25... Discriminator Loss: 0.9856... Generator Loss: 1.1072 Epoch 1/25... Discriminator Loss: 1.0220... Generator Loss: 1.3656
Epoch 1/25... Discriminator Loss: 1.3399... Generator Loss: 2.4100 Epoch 1/25... Discriminator Loss: 1.2802... Generator Loss: 0.6681 Epoch 1/25... Discriminator Loss: 1.0905... Generator Loss: 1.3547 Epoch 1/25... Discriminator Loss: 1.1189... Generator Loss: 0.8986 Epoch 1/25... Discriminator Loss: 0.9929... Generator Loss: 1.3809 Epoch 1/25... Discriminator Loss: 1.3192... Generator Loss: 0.6472 Epoch 1/25... Discriminator Loss: 1.0704... Generator Loss: 1.0200 Epoch 1/25... Discriminator Loss: 1.1015... Generator Loss: 0.8406 Epoch 1/25... Discriminator Loss: 1.2030... Generator Loss: 0.7086 Epoch 1/25... Discriminator Loss: 1.0944... Generator Loss: 0.9246
Epoch 1/25... Discriminator Loss: 1.2395... Generator Loss: 1.4584 Epoch 1/25... Discriminator Loss: 1.1169... Generator Loss: 1.1963 Epoch 1/25... Discriminator Loss: 1.3102... Generator Loss: 0.6116 Epoch 1/25... Discriminator Loss: 1.1928... Generator Loss: 0.9928 Epoch 1/25... Discriminator Loss: 1.3388... Generator Loss: 0.5786 Epoch 1/25... Discriminator Loss: 1.3170... Generator Loss: 0.6986 Epoch 2/25... Discriminator Loss: 1.4323... Generator Loss: 0.5025 Epoch 2/25... Discriminator Loss: 1.1575... Generator Loss: 0.8527 Epoch 2/25... Discriminator Loss: 1.2025... Generator Loss: 0.7869 Epoch 2/25... Discriminator Loss: 1.0806... Generator Loss: 1.1057
Epoch 2/25... Discriminator Loss: 1.1231... Generator Loss: 0.9940 Epoch 2/25... Discriminator Loss: 1.3860... Generator Loss: 0.5039 Epoch 2/25... Discriminator Loss: 1.3572... Generator Loss: 0.5608 Epoch 2/25... Discriminator Loss: 1.1305... Generator Loss: 1.6062 Epoch 2/25... Discriminator Loss: 1.1491... Generator Loss: 0.9504 Epoch 2/25... Discriminator Loss: 1.3015... Generator Loss: 0.6015 Epoch 2/25... Discriminator Loss: 1.1096... Generator Loss: 1.6594 Epoch 2/25... Discriminator Loss: 1.2712... Generator Loss: 0.6233 Epoch 2/25... Discriminator Loss: 1.1372... Generator Loss: 1.1727 Epoch 2/25... Discriminator Loss: 1.1219... Generator Loss: 0.8192
Epoch 2/25... Discriminator Loss: 1.1778... Generator Loss: 0.7424 Epoch 2/25... Discriminator Loss: 1.2164... Generator Loss: 0.6980 Epoch 2/25... Discriminator Loss: 1.2170... Generator Loss: 0.7748 Epoch 2/25... Discriminator Loss: 1.4209... Generator Loss: 0.5858 Epoch 2/25... Discriminator Loss: 1.4282... Generator Loss: 0.5061 Epoch 2/25... Discriminator Loss: 1.2264... Generator Loss: 0.7017 Epoch 2/25... Discriminator Loss: 1.4024... Generator Loss: 0.5252 Epoch 2/25... Discriminator Loss: 1.0833... Generator Loss: 1.0484 Epoch 2/25... Discriminator Loss: 1.2167... Generator Loss: 0.7331 Epoch 2/25... Discriminator Loss: 1.2127... Generator Loss: 1.2746
Epoch 2/25... Discriminator Loss: 1.1035... Generator Loss: 1.5120 Epoch 2/25... Discriminator Loss: 1.0620... Generator Loss: 0.9914 Epoch 2/25... Discriminator Loss: 1.2190... Generator Loss: 0.6940 Epoch 2/25... Discriminator Loss: 1.1297... Generator Loss: 1.3663 Epoch 2/25... Discriminator Loss: 1.2099... Generator Loss: 0.7329 Epoch 2/25... Discriminator Loss: 1.1160... Generator Loss: 1.4883 Epoch 2/25... Discriminator Loss: 1.3591... Generator Loss: 0.5661 Epoch 2/25... Discriminator Loss: 1.1181... Generator Loss: 1.2509 Epoch 2/25... Discriminator Loss: 1.0251... Generator Loss: 1.6326 Epoch 2/25... Discriminator Loss: 1.3711... Generator Loss: 0.5300
Epoch 2/25... Discriminator Loss: 1.1385... Generator Loss: 0.8581 Epoch 2/25... Discriminator Loss: 1.4365... Generator Loss: 0.4897 Epoch 2/25... Discriminator Loss: 1.2031... Generator Loss: 0.6752 Epoch 2/25... Discriminator Loss: 1.1732... Generator Loss: 1.9586 Epoch 2/25... Discriminator Loss: 1.1528... Generator Loss: 0.9160 Epoch 2/25... Discriminator Loss: 0.9412... Generator Loss: 1.4390 Epoch 2/25... Discriminator Loss: 1.0093... Generator Loss: 1.3092 Epoch 2/25... Discriminator Loss: 0.9700... Generator Loss: 1.0940 Epoch 2/25... Discriminator Loss: 1.0714... Generator Loss: 1.7814 Epoch 2/25... Discriminator Loss: 1.0992... Generator Loss: 1.0184
Epoch 2/25... Discriminator Loss: 1.0075... Generator Loss: 1.0427 Epoch 2/25... Discriminator Loss: 1.0285... Generator Loss: 0.9092 Epoch 2/25... Discriminator Loss: 0.9919... Generator Loss: 1.0703 Epoch 3/25... Discriminator Loss: 1.3380... Generator Loss: 0.5717 Epoch 3/25... Discriminator Loss: 0.8621... Generator Loss: 1.2369 Epoch 3/25... Discriminator Loss: 3.8989... Generator Loss: 0.0716 Epoch 3/25... Discriminator Loss: 1.0945... Generator Loss: 0.9573 Epoch 3/25... Discriminator Loss: 0.9904... Generator Loss: 1.1427 Epoch 3/25... Discriminator Loss: 1.0965... Generator Loss: 0.8691 Epoch 3/25... Discriminator Loss: 1.1366... Generator Loss: 0.8186
Epoch 3/25... Discriminator Loss: 1.0557... Generator Loss: 1.1363 Epoch 3/25... Discriminator Loss: 2.0018... Generator Loss: 0.2717 Epoch 3/25... Discriminator Loss: 0.9898... Generator Loss: 0.9981 Epoch 3/25... Discriminator Loss: 0.9673... Generator Loss: 0.9836 Epoch 3/25... Discriminator Loss: 1.1395... Generator Loss: 0.7534 Epoch 3/25... Discriminator Loss: 1.0717... Generator Loss: 1.1870 Epoch 3/25... Discriminator Loss: 0.8823... Generator Loss: 1.6668 Epoch 3/25... Discriminator Loss: 1.0886... Generator Loss: 0.8690 Epoch 3/25... Discriminator Loss: 0.9817... Generator Loss: 1.0770 Epoch 3/25... Discriminator Loss: 0.9614... Generator Loss: 1.0498
Epoch 3/25... Discriminator Loss: 0.9960... Generator Loss: 0.8939 Epoch 3/25... Discriminator Loss: 1.0135... Generator Loss: 0.8570 Epoch 3/25... Discriminator Loss: 1.7525... Generator Loss: 3.0368 Epoch 3/25... Discriminator Loss: 1.0134... Generator Loss: 0.9559 Epoch 3/25... Discriminator Loss: 0.9757... Generator Loss: 0.9401 Epoch 3/25... Discriminator Loss: 1.3039... Generator Loss: 0.6056 Epoch 3/25... Discriminator Loss: 1.0271... Generator Loss: 0.9051 Epoch 3/25... Discriminator Loss: 0.9335... Generator Loss: 1.1475 Epoch 3/25... Discriminator Loss: 4.1384... Generator Loss: 4.4435 Epoch 3/25... Discriminator Loss: 1.0837... Generator Loss: 1.4140
Epoch 3/25... Discriminator Loss: 1.0167... Generator Loss: 1.2682 Epoch 3/25... Discriminator Loss: 1.0197... Generator Loss: 0.8657 Epoch 3/25... Discriminator Loss: 1.1812... Generator Loss: 0.6930 Epoch 3/25... Discriminator Loss: 1.1707... Generator Loss: 0.6724 Epoch 3/25... Discriminator Loss: 1.0754... Generator Loss: 0.8229 Epoch 3/25... Discriminator Loss: 1.3687... Generator Loss: 0.5503 Epoch 3/25... Discriminator Loss: 0.9537... Generator Loss: 1.1101 Epoch 3/25... Discriminator Loss: 0.9610... Generator Loss: 0.9705 Epoch 3/25... Discriminator Loss: 0.8571... Generator Loss: 1.6206 Epoch 3/25... Discriminator Loss: 0.9170... Generator Loss: 1.1192
Epoch 3/25... Discriminator Loss: 0.9362... Generator Loss: 1.1819 Epoch 3/25... Discriminator Loss: 1.8345... Generator Loss: 0.3350 Epoch 3/25... Discriminator Loss: 1.0266... Generator Loss: 1.3619 Epoch 3/25... Discriminator Loss: 1.0252... Generator Loss: 1.1284 Epoch 3/25... Discriminator Loss: 0.8763... Generator Loss: 1.0900 Epoch 3/25... Discriminator Loss: 0.7777... Generator Loss: 1.2575 Epoch 3/25... Discriminator Loss: 0.8568... Generator Loss: 1.2799 Epoch 3/25... Discriminator Loss: 0.8877... Generator Loss: 1.0696 Epoch 3/25... Discriminator Loss: 1.0796... Generator Loss: 2.1215 Epoch 3/25... Discriminator Loss: 1.0005... Generator Loss: 1.1013
Epoch 4/25... Discriminator Loss: 0.8752... Generator Loss: 1.0901 Epoch 4/25... Discriminator Loss: 0.8661... Generator Loss: 1.1337 Epoch 4/25... Discriminator Loss: 0.8861... Generator Loss: 1.1215 Epoch 4/25... Discriminator Loss: 2.3556... Generator Loss: 3.7576 Epoch 4/25... Discriminator Loss: 0.8717... Generator Loss: 1.4712 Epoch 4/25... Discriminator Loss: 1.1394... Generator Loss: 0.7263 Epoch 4/25... Discriminator Loss: 0.9102... Generator Loss: 1.0416 Epoch 4/25... Discriminator Loss: 1.0450... Generator Loss: 0.8253 Epoch 4/25... Discriminator Loss: 0.8897... Generator Loss: 1.0957 Epoch 4/25... Discriminator Loss: 2.6814... Generator Loss: 0.1718
Epoch 4/25... Discriminator Loss: 1.1848... Generator Loss: 0.7857 Epoch 4/25... Discriminator Loss: 0.9453... Generator Loss: 1.0647 Epoch 4/25... Discriminator Loss: 0.7897... Generator Loss: 1.2773 Epoch 4/25... Discriminator Loss: 1.0368... Generator Loss: 0.8567 Epoch 4/25... Discriminator Loss: 1.0647... Generator Loss: 0.8396 Epoch 4/25... Discriminator Loss: 1.0033... Generator Loss: 1.2335 Epoch 4/25... Discriminator Loss: 1.0593... Generator Loss: 0.8119 Epoch 4/25... Discriminator Loss: 0.8833... Generator Loss: 1.3143 Epoch 4/25... Discriminator Loss: 0.8400... Generator Loss: 1.2048 Epoch 4/25... Discriminator Loss: 0.7694... Generator Loss: 1.3792
Epoch 4/25... Discriminator Loss: 0.7006... Generator Loss: 1.5627 Epoch 4/25... Discriminator Loss: 0.7618... Generator Loss: 1.3818 Epoch 4/25... Discriminator Loss: 1.3078... Generator Loss: 0.5712 Epoch 4/25... Discriminator Loss: 0.8835... Generator Loss: 1.2185 Epoch 4/25... Discriminator Loss: 0.8679... Generator Loss: 1.2581 Epoch 4/25... Discriminator Loss: 0.9467... Generator Loss: 0.9628 Epoch 4/25... Discriminator Loss: 1.0237... Generator Loss: 0.8758 Epoch 4/25... Discriminator Loss: 0.8575... Generator Loss: 1.0775 Epoch 4/25... Discriminator Loss: 1.0316... Generator Loss: 0.8194 Epoch 4/25... Discriminator Loss: 0.7931... Generator Loss: 1.1531
Epoch 4/25... Discriminator Loss: 0.8028... Generator Loss: 1.1816 Epoch 4/25... Discriminator Loss: 1.3409... Generator Loss: 2.9412 Epoch 4/25... Discriminator Loss: 0.9595... Generator Loss: 1.3008 Epoch 4/25... Discriminator Loss: 0.9351... Generator Loss: 1.2461 Epoch 4/25... Discriminator Loss: 0.9499... Generator Loss: 0.9450 Epoch 4/25... Discriminator Loss: 0.7181... Generator Loss: 1.6842 Epoch 4/25... Discriminator Loss: 0.6435... Generator Loss: 1.6811 Epoch 4/25... Discriminator Loss: 0.7560... Generator Loss: 1.3176 Epoch 4/25... Discriminator Loss: 1.5440... Generator Loss: 0.5241 Epoch 4/25... Discriminator Loss: 0.8617... Generator Loss: 1.1834
Epoch 4/25... Discriminator Loss: 0.7937... Generator Loss: 1.2403 Epoch 4/25... Discriminator Loss: 0.7351... Generator Loss: 1.2936 Epoch 4/25... Discriminator Loss: 1.6673... Generator Loss: 3.5415 Epoch 4/25... Discriminator Loss: 1.2066... Generator Loss: 0.7172 Epoch 4/25... Discriminator Loss: 0.8786... Generator Loss: 1.2555 Epoch 4/25... Discriminator Loss: 0.9522... Generator Loss: 2.0624 Epoch 4/25... Discriminator Loss: 1.0730... Generator Loss: 0.8188 Epoch 5/25... Discriminator Loss: 0.7844... Generator Loss: 1.4013 Epoch 5/25... Discriminator Loss: 0.7221... Generator Loss: 1.3435 Epoch 5/25... Discriminator Loss: 1.6957... Generator Loss: 3.2402
Epoch 5/25... Discriminator Loss: 1.1203... Generator Loss: 1.9358 Epoch 5/25... Discriminator Loss: 0.9287... Generator Loss: 1.3547 Epoch 5/25... Discriminator Loss: 1.0037... Generator Loss: 0.9339 Epoch 5/25... Discriminator Loss: 0.8665... Generator Loss: 1.3656 Epoch 5/25... Discriminator Loss: 0.8678... Generator Loss: 1.0466 Epoch 5/25... Discriminator Loss: 0.7125... Generator Loss: 1.4338 Epoch 5/25... Discriminator Loss: 1.0331... Generator Loss: 0.8094 Epoch 5/25... Discriminator Loss: 0.7780... Generator Loss: 1.2987 Epoch 5/25... Discriminator Loss: 0.9264... Generator Loss: 1.5216 Epoch 5/25... Discriminator Loss: 1.0046... Generator Loss: 0.9325
Epoch 5/25... Discriminator Loss: 0.9172... Generator Loss: 1.0224 Epoch 5/25... Discriminator Loss: 0.7443... Generator Loss: 1.2977 Epoch 5/25... Discriminator Loss: 0.6984... Generator Loss: 1.8132 Epoch 5/25... Discriminator Loss: 0.5758... Generator Loss: 1.7583 Epoch 5/25... Discriminator Loss: 1.0289... Generator Loss: 0.8145 Epoch 5/25... Discriminator Loss: 0.8539... Generator Loss: 1.1368 Epoch 5/25... Discriminator Loss: 0.7855... Generator Loss: 1.3266 Epoch 5/25... Discriminator Loss: 1.6524... Generator Loss: 3.2262 Epoch 5/25... Discriminator Loss: 0.8916... Generator Loss: 1.1095 Epoch 5/25... Discriminator Loss: 0.8920... Generator Loss: 1.2345
Epoch 5/25... Discriminator Loss: 0.7570... Generator Loss: 1.4305 Epoch 5/25... Discriminator Loss: 0.7757... Generator Loss: 1.2192 Epoch 5/25... Discriminator Loss: 0.8821... Generator Loss: 1.1311 Epoch 5/25... Discriminator Loss: 0.9447... Generator Loss: 1.0225 Epoch 5/25... Discriminator Loss: 0.7359... Generator Loss: 1.6909 Epoch 5/25... Discriminator Loss: 0.7277... Generator Loss: 1.4347 Epoch 5/25... Discriminator Loss: 0.8124... Generator Loss: 1.2323 Epoch 5/25... Discriminator Loss: 1.0821... Generator Loss: 0.7665 Epoch 5/25... Discriminator Loss: 1.0351... Generator Loss: 0.8216 Epoch 5/25... Discriminator Loss: 2.7715... Generator Loss: 0.1983
Epoch 5/25... Discriminator Loss: 1.0428... Generator Loss: 0.9201 Epoch 5/25... Discriminator Loss: 1.0278... Generator Loss: 0.8770 Epoch 5/25... Discriminator Loss: 0.8765... Generator Loss: 1.0183 Epoch 5/25... Discriminator Loss: 0.7170... Generator Loss: 1.5511 Epoch 5/25... Discriminator Loss: 0.6723... Generator Loss: 1.5886 Epoch 5/25... Discriminator Loss: 0.7752... Generator Loss: 1.3026 Epoch 5/25... Discriminator Loss: 0.9148... Generator Loss: 2.8401 Epoch 5/25... Discriminator Loss: 1.2106... Generator Loss: 0.7120 Epoch 5/25... Discriminator Loss: 0.8418... Generator Loss: 1.1613 Epoch 5/25... Discriminator Loss: 0.8992... Generator Loss: 1.0711
Epoch 5/25... Discriminator Loss: 1.0879... Generator Loss: 0.8306 Epoch 5/25... Discriminator Loss: 0.7029... Generator Loss: 1.4636 Epoch 5/25... Discriminator Loss: 0.5771... Generator Loss: 1.7788 Epoch 5/25... Discriminator Loss: 1.8785... Generator Loss: 0.3393 Epoch 6/25... Discriminator Loss: 0.8764... Generator Loss: 1.4244 Epoch 6/25... Discriminator Loss: 1.0519... Generator Loss: 0.8600 Epoch 6/25... Discriminator Loss: 0.7604... Generator Loss: 1.4927 Epoch 6/25... Discriminator Loss: 0.7540... Generator Loss: 1.3034 Epoch 6/25... Discriminator Loss: 0.6833... Generator Loss: 1.8000 Epoch 6/25... Discriminator Loss: 0.6782... Generator Loss: 1.5201
Epoch 6/25... Discriminator Loss: 0.6844... Generator Loss: 1.9024 Epoch 6/25... Discriminator Loss: 1.2150... Generator Loss: 0.6717 Epoch 6/25... Discriminator Loss: 1.0395... Generator Loss: 0.8912 Epoch 6/25... Discriminator Loss: 0.9581... Generator Loss: 0.9420 Epoch 6/25... Discriminator Loss: 0.9460... Generator Loss: 1.0546 Epoch 6/25... Discriminator Loss: 0.9506... Generator Loss: 0.9167 Epoch 6/25... Discriminator Loss: 0.9032... Generator Loss: 1.0120 Epoch 6/25... Discriminator Loss: 0.7316... Generator Loss: 1.4084 Epoch 6/25... Discriminator Loss: 0.7981... Generator Loss: 1.2880 Epoch 6/25... Discriminator Loss: 1.2151... Generator Loss: 0.6491
Epoch 6/25... Discriminator Loss: 1.1259... Generator Loss: 0.7630 Epoch 6/25... Discriminator Loss: 0.6857... Generator Loss: 1.5461 Epoch 6/25... Discriminator Loss: 0.6608... Generator Loss: 1.5602 Epoch 6/25... Discriminator Loss: 1.0740... Generator Loss: 0.7490 Epoch 6/25... Discriminator Loss: 1.2451... Generator Loss: 0.6521 Epoch 6/25... Discriminator Loss: 1.0797... Generator Loss: 2.4224 Epoch 6/25... Discriminator Loss: 0.7844... Generator Loss: 1.4424 Epoch 6/25... Discriminator Loss: 0.5865... Generator Loss: 1.7400 Epoch 6/25... Discriminator Loss: 0.8414... Generator Loss: 1.0940 Epoch 6/25... Discriminator Loss: 0.5881... Generator Loss: 1.9387
Epoch 6/25... Discriminator Loss: 1.2024... Generator Loss: 0.6843 Epoch 6/25... Discriminator Loss: 0.8819... Generator Loss: 1.1144 Epoch 6/25... Discriminator Loss: 0.8873... Generator Loss: 1.0450 Epoch 6/25... Discriminator Loss: 0.7083... Generator Loss: 1.3881 Epoch 6/25... Discriminator Loss: 0.7192... Generator Loss: 1.5444 Epoch 6/25... Discriminator Loss: 1.2254... Generator Loss: 0.6974 Epoch 6/25... Discriminator Loss: 0.9551... Generator Loss: 1.8729 Epoch 6/25... Discriminator Loss: 0.8673... Generator Loss: 1.3177 Epoch 6/25... Discriminator Loss: 1.5832... Generator Loss: 0.4428 Epoch 6/25... Discriminator Loss: 1.0311... Generator Loss: 0.8204
Epoch 6/25... Discriminator Loss: 0.7119... Generator Loss: 1.4983 Epoch 6/25... Discriminator Loss: 0.8178... Generator Loss: 1.2179 Epoch 6/25... Discriminator Loss: 0.6304... Generator Loss: 1.7972 Epoch 6/25... Discriminator Loss: 0.8632... Generator Loss: 1.1028 Epoch 6/25... Discriminator Loss: 0.8888... Generator Loss: 1.4211 Epoch 6/25... Discriminator Loss: 0.7763... Generator Loss: 1.2557 Epoch 6/25... Discriminator Loss: 0.6740... Generator Loss: 1.4857 Epoch 6/25... Discriminator Loss: 0.7053... Generator Loss: 1.4280 Epoch 6/25... Discriminator Loss: 0.5853... Generator Loss: 2.0425 Epoch 6/25... Discriminator Loss: 0.9012... Generator Loss: 1.0253
Epoch 7/25... Discriminator Loss: 1.1413... Generator Loss: 0.7381 Epoch 7/25... Discriminator Loss: 0.9935... Generator Loss: 0.8836 Epoch 7/25... Discriminator Loss: 0.7369... Generator Loss: 1.3432 Epoch 7/25... Discriminator Loss: 1.0354... Generator Loss: 0.9645 Epoch 7/25... Discriminator Loss: 0.9049... Generator Loss: 1.6346 Epoch 7/25... Discriminator Loss: 0.8710... Generator Loss: 1.2108 Epoch 7/25... Discriminator Loss: 0.9139... Generator Loss: 1.8496 Epoch 7/25... Discriminator Loss: 0.8680... Generator Loss: 1.0739 Epoch 7/25... Discriminator Loss: 1.2052... Generator Loss: 0.6860 Epoch 7/25... Discriminator Loss: 0.7294... Generator Loss: 1.8133
Epoch 7/25... Discriminator Loss: 0.7574... Generator Loss: 1.4827 Epoch 7/25... Discriminator Loss: 0.7569... Generator Loss: 1.2495 Epoch 7/25... Discriminator Loss: 0.6810... Generator Loss: 1.5489 Epoch 7/25... Discriminator Loss: 0.6875... Generator Loss: 1.4419 Epoch 7/25... Discriminator Loss: 0.7566... Generator Loss: 2.2227 Epoch 7/25... Discriminator Loss: 1.0698... Generator Loss: 1.2416 Epoch 7/25... Discriminator Loss: 0.7307... Generator Loss: 1.5268 Epoch 7/25... Discriminator Loss: 0.7942... Generator Loss: 1.2657 Epoch 7/25... Discriminator Loss: 0.7081... Generator Loss: 1.4257 Epoch 7/25... Discriminator Loss: 0.6506... Generator Loss: 1.6531
Epoch 7/25... Discriminator Loss: 0.5959... Generator Loss: 2.0925 Epoch 7/25... Discriminator Loss: 0.8608... Generator Loss: 1.0558 Epoch 7/25... Discriminator Loss: 1.0193... Generator Loss: 0.8332 Epoch 7/25... Discriminator Loss: 0.6178... Generator Loss: 1.7101 Epoch 7/25... Discriminator Loss: 0.6558... Generator Loss: 1.4826 Epoch 7/25... Discriminator Loss: 0.6489... Generator Loss: 2.0547 Epoch 7/25... Discriminator Loss: 2.4895... Generator Loss: 4.8862 Epoch 7/25... Discriminator Loss: 0.9624... Generator Loss: 1.0124 Epoch 7/25... Discriminator Loss: 1.0626... Generator Loss: 0.9197 Epoch 7/25... Discriminator Loss: 0.6141... Generator Loss: 1.6730
Epoch 7/25... Discriminator Loss: 1.2721... Generator Loss: 0.5950 Epoch 7/25... Discriminator Loss: 0.6617... Generator Loss: 1.7010 Epoch 7/25... Discriminator Loss: 0.7748... Generator Loss: 1.2633 Epoch 7/25... Discriminator Loss: 0.7747... Generator Loss: 1.3227 Epoch 7/25... Discriminator Loss: 1.1412... Generator Loss: 1.0349 Epoch 7/25... Discriminator Loss: 0.8628... Generator Loss: 1.4279 Epoch 7/25... Discriminator Loss: 0.9709... Generator Loss: 1.0464 Epoch 7/25... Discriminator Loss: 0.9687... Generator Loss: 1.0971 Epoch 7/25... Discriminator Loss: 1.0192... Generator Loss: 0.8501 Epoch 7/25... Discriminator Loss: 0.6442... Generator Loss: 1.5824
Epoch 7/25... Discriminator Loss: 0.6797... Generator Loss: 1.6869 Epoch 7/25... Discriminator Loss: 0.6235... Generator Loss: 1.8274 Epoch 7/25... Discriminator Loss: 0.8536... Generator Loss: 1.0996 Epoch 7/25... Discriminator Loss: 0.6378... Generator Loss: 1.5164 Epoch 7/25... Discriminator Loss: 1.7569... Generator Loss: 3.4234 Epoch 7/25... Discriminator Loss: 0.8866... Generator Loss: 1.8959 Epoch 7/25... Discriminator Loss: 0.9854... Generator Loss: 0.9128 Epoch 8/25... Discriminator Loss: 0.7838... Generator Loss: 1.2891 Epoch 8/25... Discriminator Loss: 0.8029... Generator Loss: 1.1907 Epoch 8/25... Discriminator Loss: 1.0007... Generator Loss: 0.9546
Epoch 8/25... Discriminator Loss: 0.7169... Generator Loss: 1.3887 Epoch 8/25... Discriminator Loss: 0.8302... Generator Loss: 1.1712 Epoch 8/25... Discriminator Loss: 1.1867... Generator Loss: 0.6874 Epoch 8/25... Discriminator Loss: 0.8373... Generator Loss: 1.4803 Epoch 8/25... Discriminator Loss: 0.9723... Generator Loss: 0.9164 Epoch 8/25... Discriminator Loss: 0.5984... Generator Loss: 1.8401 Epoch 8/25... Discriminator Loss: 1.0499... Generator Loss: 0.8246 Epoch 8/25... Discriminator Loss: 0.6795... Generator Loss: 1.5642 Epoch 8/25... Discriminator Loss: 0.6520... Generator Loss: 1.5185 Epoch 8/25... Discriminator Loss: 0.5379... Generator Loss: 1.9998
Epoch 8/25... Discriminator Loss: 0.6795... Generator Loss: 1.5022 Epoch 8/25... Discriminator Loss: 0.7746... Generator Loss: 1.3063 Epoch 8/25... Discriminator Loss: 1.0792... Generator Loss: 0.8064 Epoch 8/25... Discriminator Loss: 0.8453... Generator Loss: 2.6461 Epoch 8/25... Discriminator Loss: 0.6973... Generator Loss: 2.1148 Epoch 8/25... Discriminator Loss: 0.7125... Generator Loss: 1.4270 Epoch 8/25... Discriminator Loss: 0.6814... Generator Loss: 1.5124 Epoch 8/25... Discriminator Loss: 0.8399... Generator Loss: 1.0907 Epoch 8/25... Discriminator Loss: 0.4605... Generator Loss: 2.7856 Epoch 8/25... Discriminator Loss: 1.0715... Generator Loss: 0.8591
Epoch 8/25... Discriminator Loss: 0.7321... Generator Loss: 1.4567 Epoch 8/25... Discriminator Loss: 0.6760... Generator Loss: 1.5418 Epoch 8/25... Discriminator Loss: 1.3472... Generator Loss: 3.5343 Epoch 8/25... Discriminator Loss: 0.9067... Generator Loss: 0.9930 Epoch 8/25... Discriminator Loss: 0.7208... Generator Loss: 1.3280 Epoch 8/25... Discriminator Loss: 0.8132... Generator Loss: 1.1501 Epoch 8/25... Discriminator Loss: 0.6205... Generator Loss: 1.6787 Epoch 8/25... Discriminator Loss: 0.6514... Generator Loss: 1.5594 Epoch 8/25... Discriminator Loss: 1.1605... Generator Loss: 0.7535 Epoch 8/25... Discriminator Loss: 1.0987... Generator Loss: 2.6101
Epoch 8/25... Discriminator Loss: 0.8815... Generator Loss: 1.1435 Epoch 8/25... Discriminator Loss: 0.8214... Generator Loss: 1.4453 Epoch 8/25... Discriminator Loss: 0.6827... Generator Loss: 1.8473 Epoch 8/25... Discriminator Loss: 0.6126... Generator Loss: 1.7750 Epoch 8/25... Discriminator Loss: 0.7260... Generator Loss: 1.3842 Epoch 8/25... Discriminator Loss: 1.1616... Generator Loss: 0.8133 Epoch 8/25... Discriminator Loss: 1.0458... Generator Loss: 0.8220 Epoch 8/25... Discriminator Loss: 0.6665... Generator Loss: 1.5892 Epoch 8/25... Discriminator Loss: 0.6879... Generator Loss: 1.4710 Epoch 8/25... Discriminator Loss: 0.6407... Generator Loss: 1.5049
Epoch 8/25... Discriminator Loss: 1.3286... Generator Loss: 0.5940 Epoch 8/25... Discriminator Loss: 0.8412... Generator Loss: 1.5848 Epoch 8/25... Discriminator Loss: 0.8200... Generator Loss: 1.2039 Epoch 8/25... Discriminator Loss: 0.9329... Generator Loss: 1.0853 Epoch 9/25... Discriminator Loss: 0.9463... Generator Loss: 1.0021 Epoch 9/25... Discriminator Loss: 1.0100... Generator Loss: 2.9061 Epoch 9/25... Discriminator Loss: 0.6867... Generator Loss: 2.1944 Epoch 9/25... Discriminator Loss: 0.7819... Generator Loss: 1.2459 Epoch 9/25... Discriminator Loss: 0.8138... Generator Loss: 1.1739 Epoch 9/25... Discriminator Loss: 0.7587... Generator Loss: 1.2410
Epoch 9/25... Discriminator Loss: 0.8383... Generator Loss: 1.4775 Epoch 9/25... Discriminator Loss: 1.2024... Generator Loss: 0.7902 Epoch 9/25... Discriminator Loss: 0.7573... Generator Loss: 1.2503 Epoch 9/25... Discriminator Loss: 0.7875... Generator Loss: 1.1661 Epoch 9/25... Discriminator Loss: 0.7786... Generator Loss: 1.2414 Epoch 9/25... Discriminator Loss: 0.7225... Generator Loss: 1.4040 Epoch 9/25... Discriminator Loss: 0.8258... Generator Loss: 1.1089 Epoch 9/25... Discriminator Loss: 0.9771... Generator Loss: 0.9404 Epoch 9/25... Discriminator Loss: 0.6814... Generator Loss: 1.4875 Epoch 9/25... Discriminator Loss: 0.7959... Generator Loss: 1.1939
Epoch 9/25... Discriminator Loss: 1.0204... Generator Loss: 0.9109 Epoch 9/25... Discriminator Loss: 0.9095... Generator Loss: 0.9712 Epoch 9/25... Discriminator Loss: 0.8161... Generator Loss: 1.1445 Epoch 9/25... Discriminator Loss: 2.2036... Generator Loss: 0.3116 Epoch 9/25... Discriminator Loss: 1.5451... Generator Loss: 0.4730 Epoch 9/25... Discriminator Loss: 0.7858... Generator Loss: 1.3344 Epoch 9/25... Discriminator Loss: 1.0292... Generator Loss: 0.8653 Epoch 9/25... Discriminator Loss: 0.6902... Generator Loss: 1.5473 Epoch 9/25... Discriminator Loss: 0.9724... Generator Loss: 0.9135 Epoch 9/25... Discriminator Loss: 1.1620... Generator Loss: 0.7418
Epoch 9/25... Discriminator Loss: 1.6265... Generator Loss: 4.2595 Epoch 9/25... Discriminator Loss: 0.7543... Generator Loss: 1.2428 Epoch 9/25... Discriminator Loss: 0.9686... Generator Loss: 0.9396 Epoch 9/25... Discriminator Loss: 0.6483... Generator Loss: 1.6056 Epoch 9/25... Discriminator Loss: 0.9276... Generator Loss: 1.0132 Epoch 9/25... Discriminator Loss: 0.6307... Generator Loss: 1.8430 Epoch 9/25... Discriminator Loss: 0.8733... Generator Loss: 1.1289 Epoch 9/25... Discriminator Loss: 0.9068... Generator Loss: 1.0823 Epoch 9/25... Discriminator Loss: 0.6145... Generator Loss: 1.7945 Epoch 9/25... Discriminator Loss: 1.1419... Generator Loss: 3.4201
Epoch 9/25... Discriminator Loss: 0.6253... Generator Loss: 1.7554 Epoch 9/25... Discriminator Loss: 0.7344... Generator Loss: 1.3245 Epoch 9/25... Discriminator Loss: 0.7286... Generator Loss: 1.3797 Epoch 9/25... Discriminator Loss: 0.5631... Generator Loss: 1.9145 Epoch 9/25... Discriminator Loss: 0.7692... Generator Loss: 1.2241 Epoch 9/25... Discriminator Loss: 0.7276... Generator Loss: 1.3615 Epoch 9/25... Discriminator Loss: 0.6728... Generator Loss: 1.9421 Epoch 9/25... Discriminator Loss: 0.5522... Generator Loss: 1.9079 Epoch 9/25... Discriminator Loss: 0.7136... Generator Loss: 1.3859 Epoch 9/25... Discriminator Loss: 0.6786... Generator Loss: 2.0028
Epoch 9/25... Discriminator Loss: 0.6315... Generator Loss: 1.6655 Epoch 10/25... Discriminator Loss: 0.5901... Generator Loss: 1.7271 Epoch 10/25... Discriminator Loss: 0.6535... Generator Loss: 1.5301 Epoch 10/25... Discriminator Loss: 0.6750... Generator Loss: 1.9704 Epoch 10/25... Discriminator Loss: 0.8086... Generator Loss: 1.4544 Epoch 10/25... Discriminator Loss: 0.9076... Generator Loss: 0.9798 Epoch 10/25... Discriminator Loss: 0.9667... Generator Loss: 0.9349 Epoch 10/25... Discriminator Loss: 0.6600... Generator Loss: 1.6264 Epoch 10/25... Discriminator Loss: 0.6528... Generator Loss: 1.6338 Epoch 10/25... Discriminator Loss: 1.0968... Generator Loss: 2.5597
Epoch 10/25... Discriminator Loss: 0.8640... Generator Loss: 1.5248 Epoch 10/25... Discriminator Loss: 0.7569... Generator Loss: 1.6688 Epoch 10/25... Discriminator Loss: 0.7775... Generator Loss: 1.3020 Epoch 10/25... Discriminator Loss: 0.8178... Generator Loss: 1.1507 Epoch 10/25... Discriminator Loss: 0.5534... Generator Loss: 2.0737 Epoch 10/25... Discriminator Loss: 0.6087... Generator Loss: 1.9358 Epoch 10/25... Discriminator Loss: 0.5828... Generator Loss: 2.0626 Epoch 10/25... Discriminator Loss: 0.7216... Generator Loss: 1.4144 Epoch 10/25... Discriminator Loss: 0.7682... Generator Loss: 1.8092 Epoch 10/25... Discriminator Loss: 1.1035... Generator Loss: 0.7911
Epoch 10/25... Discriminator Loss: 1.1876... Generator Loss: 2.2649 Epoch 10/25... Discriminator Loss: 0.8794... Generator Loss: 1.0850 Epoch 10/25... Discriminator Loss: 0.7433... Generator Loss: 1.4457 Epoch 10/25... Discriminator Loss: 0.8330... Generator Loss: 1.1577 Epoch 10/25... Discriminator Loss: 0.7531... Generator Loss: 1.2819 Epoch 10/25... Discriminator Loss: 0.6310... Generator Loss: 1.5855 Epoch 10/25... Discriminator Loss: 0.5934... Generator Loss: 1.7515 Epoch 10/25... Discriminator Loss: 0.9035... Generator Loss: 1.0206 Epoch 10/25... Discriminator Loss: 0.6461... Generator Loss: 1.5781 Epoch 10/25... Discriminator Loss: 0.5881... Generator Loss: 1.8729
Epoch 10/25... Discriminator Loss: 0.9586... Generator Loss: 0.9042 Epoch 10/25... Discriminator Loss: 0.7513... Generator Loss: 1.2729 Epoch 10/25... Discriminator Loss: 0.6308... Generator Loss: 1.7842 Epoch 10/25... Discriminator Loss: 0.6639... Generator Loss: 1.5471 Epoch 10/25... Discriminator Loss: 0.7557... Generator Loss: 1.8105 Epoch 10/25... Discriminator Loss: 0.6970... Generator Loss: 1.4066 Epoch 10/25... Discriminator Loss: 0.6636... Generator Loss: 1.4986 Epoch 10/25... Discriminator Loss: 0.6578... Generator Loss: 1.7651 Epoch 10/25... Discriminator Loss: 1.0394... Generator Loss: 1.9406 Epoch 10/25... Discriminator Loss: 0.9333... Generator Loss: 1.0220
Epoch 10/25... Discriminator Loss: 0.7878... Generator Loss: 1.7075 Epoch 10/25... Discriminator Loss: 0.8085... Generator Loss: 1.3872 Epoch 10/25... Discriminator Loss: 0.7671... Generator Loss: 1.2803 Epoch 10/25... Discriminator Loss: 0.7893... Generator Loss: 1.9551 Epoch 10/25... Discriminator Loss: 0.7336... Generator Loss: 1.7927 Epoch 10/25... Discriminator Loss: 0.7289... Generator Loss: 1.5189 Epoch 10/25... Discriminator Loss: 0.7518... Generator Loss: 1.3780 Epoch 10/25... Discriminator Loss: 0.5981... Generator Loss: 1.8235 Epoch 11/25... Discriminator Loss: 0.8285... Generator Loss: 1.1030 Epoch 11/25... Discriminator Loss: 1.0258... Generator Loss: 0.8479
Epoch 11/25... Discriminator Loss: 0.6977... Generator Loss: 1.4251 Epoch 11/25... Discriminator Loss: 0.5511... Generator Loss: 1.9540 Epoch 11/25... Discriminator Loss: 0.5960... Generator Loss: 1.8978 Epoch 11/25... Discriminator Loss: 0.8872... Generator Loss: 1.1581 Epoch 11/25... Discriminator Loss: 0.9229... Generator Loss: 0.9993 Epoch 11/25... Discriminator Loss: 1.0246... Generator Loss: 0.8597 Epoch 11/25... Discriminator Loss: 0.8379... Generator Loss: 1.1210 Epoch 11/25... Discriminator Loss: 0.6445... Generator Loss: 1.5980 Epoch 11/25... Discriminator Loss: 1.1851... Generator Loss: 0.7166 Epoch 11/25... Discriminator Loss: 0.7150... Generator Loss: 1.3835
Epoch 11/25... Discriminator Loss: 0.5229... Generator Loss: 2.0732 Epoch 11/25... Discriminator Loss: 0.6335... Generator Loss: 1.6274 Epoch 11/25... Discriminator Loss: 0.6303... Generator Loss: 1.6142 Epoch 11/25... Discriminator Loss: 0.7952... Generator Loss: 1.1426 Epoch 11/25... Discriminator Loss: 1.3548... Generator Loss: 0.5934 Epoch 11/25... Discriminator Loss: 0.8038... Generator Loss: 1.6377 Epoch 11/25... Discriminator Loss: 0.8192... Generator Loss: 1.1409 Epoch 11/25... Discriminator Loss: 0.9531... Generator Loss: 0.9973 Epoch 11/25... Discriminator Loss: 0.8437... Generator Loss: 1.0759 Epoch 11/25... Discriminator Loss: 0.6418... Generator Loss: 1.4947
Epoch 11/25... Discriminator Loss: 0.8802... Generator Loss: 1.0778 Epoch 11/25... Discriminator Loss: 0.6956... Generator Loss: 1.4277 Epoch 11/25... Discriminator Loss: 0.5967... Generator Loss: 1.7034 Epoch 11/25... Discriminator Loss: 0.6195... Generator Loss: 1.9282 Epoch 11/25... Discriminator Loss: 1.8466... Generator Loss: 0.3755 Epoch 11/25... Discriminator Loss: 0.7920... Generator Loss: 1.3461 Epoch 11/25... Discriminator Loss: 0.5952... Generator Loss: 1.7593 Epoch 11/25... Discriminator Loss: 0.6836... Generator Loss: 1.5131 Epoch 11/25... Discriminator Loss: 0.4697... Generator Loss: 2.4084 Epoch 11/25... Discriminator Loss: 1.1527... Generator Loss: 2.8367
Epoch 11/25... Discriminator Loss: 0.8752... Generator Loss: 1.4310 Epoch 11/25... Discriminator Loss: 0.8223... Generator Loss: 1.3817 Epoch 11/25... Discriminator Loss: 1.1957... Generator Loss: 0.6778 Epoch 11/25... Discriminator Loss: 0.7306... Generator Loss: 1.4291 Epoch 11/25... Discriminator Loss: 0.9657... Generator Loss: 2.7104 Epoch 11/25... Discriminator Loss: 1.0255... Generator Loss: 1.7788 Epoch 11/25... Discriminator Loss: 0.8466... Generator Loss: 1.2817 Epoch 11/25... Discriminator Loss: 0.8313... Generator Loss: 1.1266 Epoch 11/25... Discriminator Loss: 0.7433... Generator Loss: 1.2909 Epoch 11/25... Discriminator Loss: 0.6886... Generator Loss: 1.4881
Epoch 11/25... Discriminator Loss: 0.5893... Generator Loss: 2.1863 Epoch 11/25... Discriminator Loss: 0.5864... Generator Loss: 1.9148 Epoch 11/25... Discriminator Loss: 0.6192... Generator Loss: 1.7520 Epoch 11/25... Discriminator Loss: 0.8570... Generator Loss: 1.0528 Epoch 12/25... Discriminator Loss: 0.8172... Generator Loss: 1.1545 Epoch 12/25... Discriminator Loss: 0.6847... Generator Loss: 1.4134 Epoch 12/25... Discriminator Loss: 0.5950... Generator Loss: 1.8428 Epoch 12/25... Discriminator Loss: 0.6265... Generator Loss: 1.6346 Epoch 12/25... Discriminator Loss: 0.7247... Generator Loss: 1.3864 Epoch 12/25... Discriminator Loss: 0.6251... Generator Loss: 1.5992
Epoch 12/25... Discriminator Loss: 0.5891... Generator Loss: 1.6989 Epoch 12/25... Discriminator Loss: 0.5270... Generator Loss: 1.9984 Epoch 12/25... Discriminator Loss: 0.8518... Generator Loss: 1.1462 Epoch 12/25... Discriminator Loss: 0.6036... Generator Loss: 2.1867 Epoch 12/25... Discriminator Loss: 0.6273... Generator Loss: 1.6009 Epoch 12/25... Discriminator Loss: 0.6578... Generator Loss: 1.5622 Epoch 12/25... Discriminator Loss: 0.6249... Generator Loss: 1.8081 Epoch 12/25... Discriminator Loss: 0.6502... Generator Loss: 1.5501 Epoch 12/25... Discriminator Loss: 0.6808... Generator Loss: 1.4830 Epoch 12/25... Discriminator Loss: 0.5976... Generator Loss: 1.8604
Epoch 12/25... Discriminator Loss: 0.5693... Generator Loss: 1.8859 Epoch 12/25... Discriminator Loss: 0.7702... Generator Loss: 1.4680 Epoch 12/25... Discriminator Loss: 1.8400... Generator Loss: 0.4108 Epoch 12/25... Discriminator Loss: 0.6990... Generator Loss: 1.4122 Epoch 12/25... Discriminator Loss: 0.5112... Generator Loss: 2.3539 Epoch 12/25... Discriminator Loss: 0.7775... Generator Loss: 2.7448 Epoch 12/25... Discriminator Loss: 0.9802... Generator Loss: 0.9340 Epoch 12/25... Discriminator Loss: 0.9661... Generator Loss: 0.9251 Epoch 12/25... Discriminator Loss: 0.5831... Generator Loss: 1.7244 Epoch 12/25... Discriminator Loss: 0.6580... Generator Loss: 2.1579
Epoch 12/25... Discriminator Loss: 0.5080... Generator Loss: 2.1576 Epoch 12/25... Discriminator Loss: 0.6690... Generator Loss: 1.4717 Epoch 12/25... Discriminator Loss: 0.6937... Generator Loss: 1.4497 Epoch 12/25... Discriminator Loss: 0.7124... Generator Loss: 1.3537 Epoch 12/25... Discriminator Loss: 0.7013... Generator Loss: 1.3747 Epoch 12/25... Discriminator Loss: 2.7337... Generator Loss: 4.7012 Epoch 12/25... Discriminator Loss: 0.8970... Generator Loss: 1.4151 Epoch 12/25... Discriminator Loss: 0.9280... Generator Loss: 1.0155 Epoch 12/25... Discriminator Loss: 0.8571... Generator Loss: 1.3894 Epoch 12/25... Discriminator Loss: 0.9960... Generator Loss: 0.8779
Epoch 12/25... Discriminator Loss: 0.8645... Generator Loss: 1.0991 Epoch 12/25... Discriminator Loss: 1.6212... Generator Loss: 3.5333 Epoch 12/25... Discriminator Loss: 1.4162... Generator Loss: 0.5607 Epoch 12/25... Discriminator Loss: 0.6555... Generator Loss: 1.6910 Epoch 12/25... Discriminator Loss: 1.1217... Generator Loss: 0.7646 Epoch 12/25... Discriminator Loss: 0.8033... Generator Loss: 2.9797 Epoch 12/25... Discriminator Loss: 0.9503... Generator Loss: 1.0466 Epoch 12/25... Discriminator Loss: 0.8374... Generator Loss: 1.2000 Epoch 12/25... Discriminator Loss: 0.6935... Generator Loss: 1.7766 Epoch 12/25... Discriminator Loss: 0.8399... Generator Loss: 2.4007
Epoch 12/25... Discriminator Loss: 1.3107... Generator Loss: 0.6329 Epoch 13/25... Discriminator Loss: 0.6447... Generator Loss: 1.6224 Epoch 13/25... Discriminator Loss: 0.6751... Generator Loss: 1.7380 Epoch 13/25... Discriminator Loss: 0.7404... Generator Loss: 1.5537 Epoch 13/25... Discriminator Loss: 0.6496... Generator Loss: 1.5813 Epoch 13/25... Discriminator Loss: 0.7652... Generator Loss: 1.2441 Epoch 13/25... Discriminator Loss: 0.9177... Generator Loss: 0.9852 Epoch 13/25... Discriminator Loss: 0.6266... Generator Loss: 1.6567 Epoch 13/25... Discriminator Loss: 0.7604... Generator Loss: 1.2514 Epoch 13/25... Discriminator Loss: 0.5416... Generator Loss: 2.0203
Epoch 13/25... Discriminator Loss: 1.0122... Generator Loss: 0.9087 Epoch 13/25... Discriminator Loss: 0.6985... Generator Loss: 1.3818 Epoch 13/25... Discriminator Loss: 0.6330... Generator Loss: 1.6348 Epoch 13/25... Discriminator Loss: 0.6998... Generator Loss: 1.7039 Epoch 13/25... Discriminator Loss: 0.7658... Generator Loss: 1.2406 Epoch 13/25... Discriminator Loss: 0.9026... Generator Loss: 1.0122 Epoch 13/25... Discriminator Loss: 0.5242... Generator Loss: 2.0070 Epoch 13/25... Discriminator Loss: 0.6725... Generator Loss: 1.8280 Epoch 13/25... Discriminator Loss: 0.7746... Generator Loss: 1.2465 Epoch 13/25... Discriminator Loss: 0.5399... Generator Loss: 1.9593
Epoch 13/25... Discriminator Loss: 0.6040... Generator Loss: 1.7033 Epoch 13/25... Discriminator Loss: 0.6983... Generator Loss: 1.3917 Epoch 13/25... Discriminator Loss: 0.4332... Generator Loss: 2.8679 Epoch 13/25... Discriminator Loss: 0.6881... Generator Loss: 1.4575 Epoch 13/25... Discriminator Loss: 0.8836... Generator Loss: 1.2081 Epoch 13/25... Discriminator Loss: 0.7649... Generator Loss: 1.9555 Epoch 13/25... Discriminator Loss: 0.6406... Generator Loss: 1.6608 Epoch 13/25... Discriminator Loss: 0.8140... Generator Loss: 2.1061 Epoch 13/25... Discriminator Loss: 0.7204... Generator Loss: 1.3563 Epoch 13/25... Discriminator Loss: 0.7642... Generator Loss: 1.2420
Epoch 13/25... Discriminator Loss: 0.7081... Generator Loss: 1.4568 Epoch 13/25... Discriminator Loss: 0.8516... Generator Loss: 1.1997 Epoch 13/25... Discriminator Loss: 0.7999... Generator Loss: 1.5146 Epoch 13/25... Discriminator Loss: 1.2151... Generator Loss: 0.7672 Epoch 13/25... Discriminator Loss: 1.1402... Generator Loss: 0.7357 Epoch 13/25... Discriminator Loss: 1.1990... Generator Loss: 0.7235 Epoch 13/25... Discriminator Loss: 0.7336... Generator Loss: 1.3416 Epoch 13/25... Discriminator Loss: 0.7143... Generator Loss: 1.3468 Epoch 13/25... Discriminator Loss: 0.6124... Generator Loss: 1.6391 Epoch 13/25... Discriminator Loss: 0.7975... Generator Loss: 1.1723
Epoch 13/25... Discriminator Loss: 0.7079... Generator Loss: 1.4079 Epoch 13/25... Discriminator Loss: 0.6506... Generator Loss: 1.6497 Epoch 13/25... Discriminator Loss: 0.5965... Generator Loss: 1.7756 Epoch 13/25... Discriminator Loss: 0.6963... Generator Loss: 1.4275 Epoch 13/25... Discriminator Loss: 0.9908... Generator Loss: 0.9281 Epoch 13/25... Discriminator Loss: 0.7473... Generator Loss: 1.9480 Epoch 13/25... Discriminator Loss: 0.8192... Generator Loss: 1.1773 Epoch 13/25... Discriminator Loss: 0.6346... Generator Loss: 1.6030 Epoch 14/25... Discriminator Loss: 0.6662... Generator Loss: 1.4707 Epoch 14/25... Discriminator Loss: 0.7040... Generator Loss: 1.3652
Epoch 14/25... Discriminator Loss: 0.6841... Generator Loss: 1.4191 Epoch 14/25... Discriminator Loss: 0.6926... Generator Loss: 1.3971 Epoch 14/25... Discriminator Loss: 0.6405... Generator Loss: 1.5823 Epoch 14/25... Discriminator Loss: 0.8625... Generator Loss: 1.0371 Epoch 14/25... Discriminator Loss: 0.9055... Generator Loss: 1.1761 Epoch 14/25... Discriminator Loss: 1.1408... Generator Loss: 0.7091 Epoch 14/25... Discriminator Loss: 0.6539... Generator Loss: 1.6803 Epoch 14/25... Discriminator Loss: 0.6570... Generator Loss: 1.8560 Epoch 14/25... Discriminator Loss: 0.7193... Generator Loss: 1.3781 Epoch 14/25... Discriminator Loss: 0.8842... Generator Loss: 1.1675
Epoch 14/25... Discriminator Loss: 0.9746... Generator Loss: 1.7581 Epoch 14/25... Discriminator Loss: 0.7146... Generator Loss: 1.6819 Epoch 14/25... Discriminator Loss: 1.2447... Generator Loss: 0.7044 Epoch 14/25... Discriminator Loss: 0.5657... Generator Loss: 1.9663 Epoch 14/25... Discriminator Loss: 1.2135... Generator Loss: 0.7000 Epoch 14/25... Discriminator Loss: 0.7988... Generator Loss: 1.2208 Epoch 14/25... Discriminator Loss: 0.7846... Generator Loss: 1.1748 Epoch 14/25... Discriminator Loss: 0.6492... Generator Loss: 1.5441 Epoch 14/25... Discriminator Loss: 0.4947... Generator Loss: 2.1765 Epoch 14/25... Discriminator Loss: 0.7628... Generator Loss: 1.2562
Epoch 14/25... Discriminator Loss: 0.6372... Generator Loss: 1.5852 Epoch 14/25... Discriminator Loss: 0.6428... Generator Loss: 1.5326 Epoch 14/25... Discriminator Loss: 0.6206... Generator Loss: 1.6370 Epoch 14/25... Discriminator Loss: 1.3711... Generator Loss: 0.7176 Epoch 14/25... Discriminator Loss: 0.8403... Generator Loss: 2.1106 Epoch 14/25... Discriminator Loss: 0.8297... Generator Loss: 1.2572 Epoch 14/25... Discriminator Loss: 1.1795... Generator Loss: 0.8403 Epoch 14/25... Discriminator Loss: 0.6211... Generator Loss: 1.8870 Epoch 14/25... Discriminator Loss: 0.8611... Generator Loss: 1.1179 Epoch 14/25... Discriminator Loss: 0.6626... Generator Loss: 1.6723
Epoch 14/25... Discriminator Loss: 0.7507... Generator Loss: 1.2858 Epoch 14/25... Discriminator Loss: 0.7845... Generator Loss: 1.2512 Epoch 14/25... Discriminator Loss: 0.7272... Generator Loss: 2.3009 Epoch 14/25... Discriminator Loss: 0.8130... Generator Loss: 3.4127 Epoch 14/25... Discriminator Loss: 0.4993... Generator Loss: 2.4380 Epoch 14/25... Discriminator Loss: 2.1990... Generator Loss: 0.3014 Epoch 14/25... Discriminator Loss: 0.9879... Generator Loss: 0.9841 Epoch 14/25... Discriminator Loss: 0.6068... Generator Loss: 1.7991 Epoch 14/25... Discriminator Loss: 0.7320... Generator Loss: 1.3463 Epoch 14/25... Discriminator Loss: 0.7663... Generator Loss: 1.2685
Epoch 14/25... Discriminator Loss: 0.7332... Generator Loss: 1.5219 Epoch 14/25... Discriminator Loss: 0.5319... Generator Loss: 2.1687 Epoch 14/25... Discriminator Loss: 0.4632... Generator Loss: 2.4828 Epoch 14/25... Discriminator Loss: 0.6475... Generator Loss: 1.8307 Epoch 14/25... Discriminator Loss: 0.5924... Generator Loss: 1.7062 Epoch 15/25... Discriminator Loss: 0.5113... Generator Loss: 2.0586 Epoch 15/25... Discriminator Loss: 0.5307... Generator Loss: 1.9740 Epoch 15/25... Discriminator Loss: 0.6687... Generator Loss: 1.4766 Epoch 15/25... Discriminator Loss: 0.7071... Generator Loss: 2.2409 Epoch 15/25... Discriminator Loss: 0.9031... Generator Loss: 1.0375
Epoch 15/25... Discriminator Loss: 0.6212... Generator Loss: 1.7682 Epoch 15/25... Discriminator Loss: 1.1367... Generator Loss: 0.7974 Epoch 15/25... Discriminator Loss: 0.6413... Generator Loss: 1.5611 Epoch 15/25... Discriminator Loss: 0.4634... Generator Loss: 2.4507 Epoch 15/25... Discriminator Loss: 1.0746... Generator Loss: 0.7824 Epoch 15/25... Discriminator Loss: 0.7707... Generator Loss: 1.2600 Epoch 15/25... Discriminator Loss: 0.6602... Generator Loss: 1.7539 Epoch 15/25... Discriminator Loss: 0.7386... Generator Loss: 1.5042 Epoch 15/25... Discriminator Loss: 0.8883... Generator Loss: 1.1042 Epoch 15/25... Discriminator Loss: 0.6598... Generator Loss: 1.5389
Epoch 15/25... Discriminator Loss: 0.8147... Generator Loss: 1.1713 Epoch 15/25... Discriminator Loss: 0.5503... Generator Loss: 2.2973 Epoch 15/25... Discriminator Loss: 0.6546... Generator Loss: 1.5518 Epoch 15/25... Discriminator Loss: 0.6029... Generator Loss: 1.6611 Epoch 15/25... Discriminator Loss: 0.5818... Generator Loss: 1.7259 Epoch 15/25... Discriminator Loss: 0.5962... Generator Loss: 1.7888 Epoch 15/25... Discriminator Loss: 0.7029... Generator Loss: 1.3836 Epoch 15/25... Discriminator Loss: 0.8010... Generator Loss: 1.1415 Epoch 15/25... Discriminator Loss: 0.5941... Generator Loss: 1.8117 Epoch 15/25... Discriminator Loss: 0.5839... Generator Loss: 1.8274
Epoch 15/25... Discriminator Loss: 0.5190... Generator Loss: 2.1522 Epoch 15/25... Discriminator Loss: 0.8440... Generator Loss: 1.2095 Epoch 15/25... Discriminator Loss: 0.6016... Generator Loss: 2.5652 Epoch 15/25... Discriminator Loss: 0.4150... Generator Loss: 2.9820 Epoch 15/25... Discriminator Loss: 0.8572... Generator Loss: 1.0787 Epoch 15/25... Discriminator Loss: 0.6326... Generator Loss: 1.6205 Epoch 15/25... Discriminator Loss: 0.9606... Generator Loss: 0.9304 Epoch 15/25... Discriminator Loss: 0.5435... Generator Loss: 2.1229 Epoch 15/25... Discriminator Loss: 0.6968... Generator Loss: 1.4434 Epoch 15/25... Discriminator Loss: 0.8140... Generator Loss: 1.1824
Epoch 15/25... Discriminator Loss: 0.5471... Generator Loss: 1.9172 Epoch 15/25... Discriminator Loss: 0.9798... Generator Loss: 0.8830 Epoch 15/25... Discriminator Loss: 0.4812... Generator Loss: 2.5988 Epoch 15/25... Discriminator Loss: 0.7215... Generator Loss: 1.3752 Epoch 15/25... Discriminator Loss: 0.6862... Generator Loss: 1.5778 Epoch 15/25... Discriminator Loss: 1.1314... Generator Loss: 0.7626 Epoch 15/25... Discriminator Loss: 0.8357... Generator Loss: 1.2004 Epoch 15/25... Discriminator Loss: 0.8385... Generator Loss: 1.8405 Epoch 15/25... Discriminator Loss: 1.2742... Generator Loss: 0.7067 Epoch 15/25... Discriminator Loss: 0.7252... Generator Loss: 1.3540
Epoch 15/25... Discriminator Loss: 0.7573... Generator Loss: 1.2814 Epoch 15/25... Discriminator Loss: 0.5895... Generator Loss: 2.0419 Epoch 16/25... Discriminator Loss: 0.7724... Generator Loss: 1.2294 Epoch 16/25... Discriminator Loss: 0.7874... Generator Loss: 1.2155 Epoch 16/25... Discriminator Loss: 0.6188... Generator Loss: 1.6981 Epoch 16/25... Discriminator Loss: 0.7367... Generator Loss: 1.2969 Epoch 16/25... Discriminator Loss: 0.6980... Generator Loss: 1.8806 Epoch 16/25... Discriminator Loss: 0.6665... Generator Loss: 1.5768 Epoch 16/25... Discriminator Loss: 0.8277... Generator Loss: 1.3252 Epoch 16/25... Discriminator Loss: 0.8814... Generator Loss: 1.1548
Epoch 16/25... Discriminator Loss: 0.6559... Generator Loss: 1.5347 Epoch 16/25... Discriminator Loss: 0.7329... Generator Loss: 1.3152 Epoch 16/25... Discriminator Loss: 0.7828... Generator Loss: 1.3413 Epoch 16/25... Discriminator Loss: 0.9378... Generator Loss: 0.9338 Epoch 16/25... Discriminator Loss: 0.6835... Generator Loss: 1.8294 Epoch 16/25... Discriminator Loss: 0.5718... Generator Loss: 1.7941 Epoch 16/25... Discriminator Loss: 0.7808... Generator Loss: 1.2511 Epoch 16/25... Discriminator Loss: 0.7964... Generator Loss: 1.1958 Epoch 16/25... Discriminator Loss: 0.9797... Generator Loss: 0.9765 Epoch 16/25... Discriminator Loss: 1.1170... Generator Loss: 0.7955
Epoch 16/25... Discriminator Loss: 0.7234... Generator Loss: 1.3742 Epoch 16/25... Discriminator Loss: 0.7300... Generator Loss: 1.3475 Epoch 16/25... Discriminator Loss: 0.9511... Generator Loss: 0.9978 Epoch 16/25... Discriminator Loss: 0.6213... Generator Loss: 1.6348 Epoch 16/25... Discriminator Loss: 0.6310... Generator Loss: 1.6076 Epoch 16/25... Discriminator Loss: 0.5722... Generator Loss: 1.8356 Epoch 16/25... Discriminator Loss: 0.5568... Generator Loss: 1.9646 Epoch 16/25... Discriminator Loss: 3.1247... Generator Loss: 7.1820 Epoch 16/25... Discriminator Loss: 1.3369... Generator Loss: 0.6279 Epoch 16/25... Discriminator Loss: 0.7646... Generator Loss: 1.4067
Epoch 16/25... Discriminator Loss: 0.7590... Generator Loss: 1.3281 Epoch 16/25... Discriminator Loss: 0.6175... Generator Loss: 1.9167 Epoch 16/25... Discriminator Loss: 1.0357... Generator Loss: 0.8338 Epoch 16/25... Discriminator Loss: 0.8262... Generator Loss: 1.3841 Epoch 16/25... Discriminator Loss: 0.6670... Generator Loss: 1.7988 Epoch 16/25... Discriminator Loss: 0.7307... Generator Loss: 2.0742 Epoch 16/25... Discriminator Loss: 0.8568... Generator Loss: 1.1484 Epoch 16/25... Discriminator Loss: 0.5699... Generator Loss: 1.8442 Epoch 16/25... Discriminator Loss: 0.6849... Generator Loss: 1.5718 Epoch 16/25... Discriminator Loss: 0.7208... Generator Loss: 2.5082
Epoch 16/25... Discriminator Loss: 0.6177... Generator Loss: 1.6756 Epoch 16/25... Discriminator Loss: 0.7706... Generator Loss: 1.3393 Epoch 16/25... Discriminator Loss: 0.5729... Generator Loss: 1.8424 Epoch 16/25... Discriminator Loss: 0.4682... Generator Loss: 2.5726 Epoch 16/25... Discriminator Loss: 0.5281... Generator Loss: 2.0390 Epoch 16/25... Discriminator Loss: 0.7855... Generator Loss: 1.2712 Epoch 16/25... Discriminator Loss: 0.6541... Generator Loss: 1.7890 Epoch 16/25... Discriminator Loss: 0.8654... Generator Loss: 1.0478 Epoch 17/25... Discriminator Loss: 0.9443... Generator Loss: 0.9619 Epoch 17/25... Discriminator Loss: 0.5765... Generator Loss: 1.7706
Epoch 17/25... Discriminator Loss: 0.6646... Generator Loss: 1.5314 Epoch 17/25... Discriminator Loss: 0.6244... Generator Loss: 1.5674 Epoch 17/25... Discriminator Loss: 0.7075... Generator Loss: 1.3806 Epoch 17/25... Discriminator Loss: 0.6185... Generator Loss: 2.1632 Epoch 17/25... Discriminator Loss: 0.8891... Generator Loss: 1.0770 Epoch 17/25... Discriminator Loss: 0.6563... Generator Loss: 1.5098 Epoch 17/25... Discriminator Loss: 0.7365... Generator Loss: 1.3469 Epoch 17/25... Discriminator Loss: 0.6470... Generator Loss: 1.5701 Epoch 17/25... Discriminator Loss: 2.0574... Generator Loss: 0.4760 Epoch 17/25... Discriminator Loss: 0.7135... Generator Loss: 2.5351
Epoch 17/25... Discriminator Loss: 0.6798... Generator Loss: 1.5308 Epoch 17/25... Discriminator Loss: 0.7619... Generator Loss: 1.2987 Epoch 17/25... Discriminator Loss: 0.7509... Generator Loss: 1.2348 Epoch 17/25... Discriminator Loss: 0.5780... Generator Loss: 1.9345 Epoch 17/25... Discriminator Loss: 0.5433... Generator Loss: 2.0437 Epoch 17/25... Discriminator Loss: 0.5736... Generator Loss: 2.6731 Epoch 17/25... Discriminator Loss: 0.6445... Generator Loss: 1.6084 Epoch 17/25... Discriminator Loss: 0.8255... Generator Loss: 1.1369 Epoch 17/25... Discriminator Loss: 0.5339... Generator Loss: 2.0535 Epoch 17/25... Discriminator Loss: 0.6869... Generator Loss: 1.4810
Epoch 17/25... Discriminator Loss: 0.7281... Generator Loss: 1.3198 Epoch 17/25... Discriminator Loss: 0.6948... Generator Loss: 1.4629 Epoch 17/25... Discriminator Loss: 0.4985... Generator Loss: 2.1998 Epoch 17/25... Discriminator Loss: 0.6199... Generator Loss: 1.6227 Epoch 17/25... Discriminator Loss: 1.1264... Generator Loss: 3.3626 Epoch 17/25... Discriminator Loss: 0.7238... Generator Loss: 2.4281 Epoch 17/25... Discriminator Loss: 0.9477... Generator Loss: 0.9964 Epoch 17/25... Discriminator Loss: 1.2167... Generator Loss: 2.6524 Epoch 17/25... Discriminator Loss: 0.9925... Generator Loss: 2.5794 Epoch 17/25... Discriminator Loss: 0.6812... Generator Loss: 1.7141
Epoch 17/25... Discriminator Loss: 0.7250... Generator Loss: 1.3226 Epoch 17/25... Discriminator Loss: 0.8724... Generator Loss: 1.0526 Epoch 17/25... Discriminator Loss: 0.6247... Generator Loss: 1.6864 Epoch 17/25... Discriminator Loss: 0.6032... Generator Loss: 1.7927 Epoch 17/25... Discriminator Loss: 0.7546... Generator Loss: 1.2836 Epoch 17/25... Discriminator Loss: 0.6578... Generator Loss: 2.2246 Epoch 17/25... Discriminator Loss: 0.7466... Generator Loss: 1.3080 Epoch 17/25... Discriminator Loss: 0.7242... Generator Loss: 1.3824 Epoch 17/25... Discriminator Loss: 1.0268... Generator Loss: 0.9110 Epoch 17/25... Discriminator Loss: 0.5484... Generator Loss: 1.9424
Epoch 17/25... Discriminator Loss: 0.7698... Generator Loss: 1.2579 Epoch 17/25... Discriminator Loss: 0.6427... Generator Loss: 1.5390 Epoch 17/25... Discriminator Loss: 0.6006... Generator Loss: 1.7320 Epoch 17/25... Discriminator Loss: 0.4635... Generator Loss: 2.4737 Epoch 17/25... Discriminator Loss: 0.4205... Generator Loss: 2.8707 Epoch 18/25... Discriminator Loss: 0.4858... Generator Loss: 2.2796 Epoch 18/25... Discriminator Loss: 0.7064... Generator Loss: 1.4151 Epoch 18/25... Discriminator Loss: 0.5451... Generator Loss: 1.8783 Epoch 18/25... Discriminator Loss: 0.4556... Generator Loss: 2.5064 Epoch 18/25... Discriminator Loss: 0.8472... Generator Loss: 1.0910
Epoch 18/25... Discriminator Loss: 0.9195... Generator Loss: 0.9805 Epoch 18/25... Discriminator Loss: 0.6290... Generator Loss: 1.8124 Epoch 18/25... Discriminator Loss: 0.6324... Generator Loss: 1.6149 Epoch 18/25... Discriminator Loss: 1.0635... Generator Loss: 0.8667 Epoch 18/25... Discriminator Loss: 0.9915... Generator Loss: 1.6451 Epoch 18/25... Discriminator Loss: 0.8144... Generator Loss: 1.2122 Epoch 18/25... Discriminator Loss: 0.7643... Generator Loss: 1.3041 Epoch 18/25... Discriminator Loss: 1.5419... Generator Loss: 4.0288 Epoch 18/25... Discriminator Loss: 0.6731... Generator Loss: 1.6254 Epoch 18/25... Discriminator Loss: 0.8210... Generator Loss: 1.2111
Epoch 18/25... Discriminator Loss: 0.7344... Generator Loss: 1.5072 Epoch 18/25... Discriminator Loss: 0.8474... Generator Loss: 1.1666 Epoch 18/25... Discriminator Loss: 0.7215... Generator Loss: 1.8137 Epoch 18/25... Discriminator Loss: 0.5325... Generator Loss: 2.1711 Epoch 18/25... Discriminator Loss: 0.5878... Generator Loss: 2.1915 Epoch 18/25... Discriminator Loss: 0.6840... Generator Loss: 1.4546 Epoch 18/25... Discriminator Loss: 0.5295... Generator Loss: 2.0055 Epoch 18/25... Discriminator Loss: 0.7051... Generator Loss: 1.3962 Epoch 18/25... Discriminator Loss: 0.6105... Generator Loss: 2.1414 Epoch 18/25... Discriminator Loss: 0.7457... Generator Loss: 1.3143
Epoch 18/25... Discriminator Loss: 0.6215... Generator Loss: 1.6878 Epoch 18/25... Discriminator Loss: 0.7241... Generator Loss: 1.4115 Epoch 18/25... Discriminator Loss: 0.8451... Generator Loss: 1.1012 Epoch 18/25... Discriminator Loss: 0.6227... Generator Loss: 1.5964 Epoch 18/25... Discriminator Loss: 0.9344... Generator Loss: 1.0004 Epoch 18/25... Discriminator Loss: 0.4691... Generator Loss: 2.5564 Epoch 18/25... Discriminator Loss: 0.9754... Generator Loss: 1.0196 Epoch 18/25... Discriminator Loss: 0.7532... Generator Loss: 1.3850 Epoch 18/25... Discriminator Loss: 1.0850... Generator Loss: 0.9080 Epoch 18/25... Discriminator Loss: 0.5628... Generator Loss: 1.9820
Epoch 18/25... Discriminator Loss: 1.3910... Generator Loss: 2.9532 Epoch 18/25... Discriminator Loss: 0.7591... Generator Loss: 1.2780 Epoch 18/25... Discriminator Loss: 1.0421... Generator Loss: 0.8457 Epoch 18/25... Discriminator Loss: 0.6745... Generator Loss: 1.7916 Epoch 18/25... Discriminator Loss: 1.2424... Generator Loss: 0.7641 Epoch 18/25... Discriminator Loss: 1.0328... Generator Loss: 1.2076 Epoch 18/25... Discriminator Loss: 0.7561... Generator Loss: 1.4740 Epoch 18/25... Discriminator Loss: 0.7236... Generator Loss: 1.9552 Epoch 18/25... Discriminator Loss: 1.0493... Generator Loss: 0.8633 Epoch 18/25... Discriminator Loss: 0.8562... Generator Loss: 1.0943
Epoch 18/25... Discriminator Loss: 0.7996... Generator Loss: 1.2345 Epoch 18/25... Discriminator Loss: 0.7743... Generator Loss: 1.1908 Epoch 19/25... Discriminator Loss: 0.6371... Generator Loss: 1.5491 Epoch 19/25... Discriminator Loss: 0.7330... Generator Loss: 1.3246 Epoch 19/25... Discriminator Loss: 0.6439... Generator Loss: 1.5649 Epoch 19/25... Discriminator Loss: 0.7276... Generator Loss: 1.3217 Epoch 19/25... Discriminator Loss: 0.5472... Generator Loss: 2.2624 Epoch 19/25... Discriminator Loss: 0.8823... Generator Loss: 1.0249 Epoch 19/25... Discriminator Loss: 0.8508... Generator Loss: 1.1316 Epoch 19/25... Discriminator Loss: 0.7189... Generator Loss: 1.3596
Epoch 19/25... Discriminator Loss: 0.5866... Generator Loss: 1.8293 Epoch 19/25... Discriminator Loss: 0.5607... Generator Loss: 2.2188 Epoch 19/25... Discriminator Loss: 0.6002... Generator Loss: 1.7473 Epoch 19/25... Discriminator Loss: 0.8116... Generator Loss: 1.1596 Epoch 19/25... Discriminator Loss: 0.4700... Generator Loss: 2.4046 Epoch 19/25... Discriminator Loss: 0.5896... Generator Loss: 1.7358 Epoch 19/25... Discriminator Loss: 0.6421... Generator Loss: 1.6600 Epoch 19/25... Discriminator Loss: 0.5276... Generator Loss: 2.0709 Epoch 19/25... Discriminator Loss: 0.5848... Generator Loss: 1.7719 Epoch 19/25... Discriminator Loss: 0.6359... Generator Loss: 1.5553
Epoch 19/25... Discriminator Loss: 0.6137... Generator Loss: 1.8301 Epoch 19/25... Discriminator Loss: 0.5451... Generator Loss: 1.8669 Epoch 19/25... Discriminator Loss: 0.5935... Generator Loss: 1.7402 Epoch 19/25... Discriminator Loss: 0.6799... Generator Loss: 1.5062 Epoch 19/25... Discriminator Loss: 0.6788... Generator Loss: 1.5458 Epoch 19/25... Discriminator Loss: 0.7029... Generator Loss: 2.0569 Epoch 19/25... Discriminator Loss: 0.7201... Generator Loss: 1.4402 Epoch 19/25... Discriminator Loss: 0.8390... Generator Loss: 1.2010 Epoch 19/25... Discriminator Loss: 0.8229... Generator Loss: 1.1592 Epoch 19/25... Discriminator Loss: 0.6618... Generator Loss: 1.5670
Epoch 19/25... Discriminator Loss: 0.6898... Generator Loss: 1.3871 Epoch 19/25... Discriminator Loss: 0.5592... Generator Loss: 1.8962 Epoch 19/25... Discriminator Loss: 0.5553... Generator Loss: 1.9008 Epoch 19/25... Discriminator Loss: 0.5713... Generator Loss: 2.0100 Epoch 19/25... Discriminator Loss: 1.4020... Generator Loss: 0.5616 Epoch 19/25... Discriminator Loss: 0.9152... Generator Loss: 1.0544 Epoch 19/25... Discriminator Loss: 0.7283... Generator Loss: 1.9323 Epoch 19/25... Discriminator Loss: 0.7078... Generator Loss: 1.5441 Epoch 19/25... Discriminator Loss: 0.8580... Generator Loss: 1.9976 Epoch 19/25... Discriminator Loss: 0.6269... Generator Loss: 1.8443
Epoch 19/25... Discriminator Loss: 0.8196... Generator Loss: 1.3363 Epoch 19/25... Discriminator Loss: 1.1304... Generator Loss: 0.7591 Epoch 19/25... Discriminator Loss: 0.7484... Generator Loss: 1.3456 Epoch 19/25... Discriminator Loss: 1.0621... Generator Loss: 0.8343 Epoch 19/25... Discriminator Loss: 0.7482... Generator Loss: 1.3842 Epoch 19/25... Discriminator Loss: 0.6642... Generator Loss: 1.6478 Epoch 19/25... Discriminator Loss: 0.5250... Generator Loss: 2.2740 Epoch 19/25... Discriminator Loss: 0.4778... Generator Loss: 2.2767 Epoch 19/25... Discriminator Loss: 0.5199... Generator Loss: 2.0397 Epoch 20/25... Discriminator Loss: 0.5774... Generator Loss: 1.8543
Epoch 20/25... Discriminator Loss: 0.5917... Generator Loss: 1.9832 Epoch 20/25... Discriminator Loss: 0.6237... Generator Loss: 1.6295 Epoch 20/25... Discriminator Loss: 0.7982... Generator Loss: 2.4837 Epoch 20/25... Discriminator Loss: 0.7517... Generator Loss: 1.3941 Epoch 20/25... Discriminator Loss: 0.5743... Generator Loss: 2.0883 Epoch 20/25... Discriminator Loss: 0.7101... Generator Loss: 1.6418 Epoch 20/25... Discriminator Loss: 0.6885... Generator Loss: 1.4528 Epoch 20/25... Discriminator Loss: 0.7295... Generator Loss: 1.9290 Epoch 20/25... Discriminator Loss: 0.7392... Generator Loss: 1.6207 Epoch 20/25... Discriminator Loss: 0.7938... Generator Loss: 1.2044
Epoch 20/25... Discriminator Loss: 0.6179... Generator Loss: 1.6356 Epoch 20/25... Discriminator Loss: 0.7558... Generator Loss: 1.3270 Epoch 20/25... Discriminator Loss: 0.5593... Generator Loss: 1.9361 Epoch 20/25... Discriminator Loss: 0.5561... Generator Loss: 1.8468 Epoch 20/25... Discriminator Loss: 0.8217... Generator Loss: 1.1544 Epoch 20/25... Discriminator Loss: 0.5824... Generator Loss: 2.1063 Epoch 20/25... Discriminator Loss: 0.4986... Generator Loss: 2.2034 Epoch 20/25... Discriminator Loss: 0.5042... Generator Loss: 2.2043 Epoch 20/25... Discriminator Loss: 0.5437... Generator Loss: 1.8792 Epoch 20/25... Discriminator Loss: 0.5896... Generator Loss: 1.7025
Epoch 20/25... Discriminator Loss: 0.5603... Generator Loss: 1.9691 Epoch 20/25... Discriminator Loss: 0.7902... Generator Loss: 1.1989 Epoch 20/25... Discriminator Loss: 0.6037... Generator Loss: 1.7666 Epoch 20/25... Discriminator Loss: 0.4422... Generator Loss: 2.6185 Epoch 20/25... Discriminator Loss: 0.6607... Generator Loss: 1.5149 Epoch 20/25... Discriminator Loss: 0.7118... Generator Loss: 1.3464 Epoch 20/25... Discriminator Loss: 0.5005... Generator Loss: 2.1921 Epoch 20/25... Discriminator Loss: 0.5418... Generator Loss: 2.2377 Epoch 20/25... Discriminator Loss: 1.0064... Generator Loss: 0.8783 Epoch 20/25... Discriminator Loss: 1.0330... Generator Loss: 1.3286
Epoch 20/25... Discriminator Loss: 0.8871... Generator Loss: 1.1041 Epoch 20/25... Discriminator Loss: 0.6809... Generator Loss: 1.8522 Epoch 20/25... Discriminator Loss: 0.7292... Generator Loss: 1.7214 Epoch 20/25... Discriminator Loss: 0.9050... Generator Loss: 1.0837 Epoch 20/25... Discriminator Loss: 0.7630... Generator Loss: 1.2867 Epoch 20/25... Discriminator Loss: 0.7595... Generator Loss: 1.3052 Epoch 20/25... Discriminator Loss: 0.6793... Generator Loss: 1.5635 Epoch 20/25... Discriminator Loss: 0.7223... Generator Loss: 1.4136 Epoch 20/25... Discriminator Loss: 0.5473... Generator Loss: 2.0293 Epoch 20/25... Discriminator Loss: 0.7887... Generator Loss: 1.2177
Epoch 20/25... Discriminator Loss: 0.5052... Generator Loss: 2.2021 Epoch 20/25... Discriminator Loss: 0.7022... Generator Loss: 1.3989 Epoch 20/25... Discriminator Loss: 0.6256... Generator Loss: 1.8425 Epoch 20/25... Discriminator Loss: 0.8273... Generator Loss: 1.2208 Epoch 20/25... Discriminator Loss: 0.5808... Generator Loss: 1.7883 Epoch 20/25... Discriminator Loss: 0.5740... Generator Loss: 1.8201 Epoch 21/25... Discriminator Loss: 0.8013... Generator Loss: 1.1653 Epoch 21/25... Discriminator Loss: 0.6137... Generator Loss: 1.6712 Epoch 21/25... Discriminator Loss: 0.7338... Generator Loss: 1.3709 Epoch 21/25... Discriminator Loss: 0.5138... Generator Loss: 2.9961
Epoch 21/25... Discriminator Loss: 0.7634... Generator Loss: 2.7585 Epoch 21/25... Discriminator Loss: 0.7110... Generator Loss: 2.2833 Epoch 21/25... Discriminator Loss: 0.7671... Generator Loss: 1.4202 Epoch 21/25... Discriminator Loss: 0.9074... Generator Loss: 1.1517 Epoch 21/25... Discriminator Loss: 0.8955... Generator Loss: 1.0460 Epoch 21/25... Discriminator Loss: 0.5924... Generator Loss: 1.7883 Epoch 21/25... Discriminator Loss: 0.9000... Generator Loss: 1.0453 Epoch 21/25... Discriminator Loss: 0.7696... Generator Loss: 1.2626 Epoch 21/25... Discriminator Loss: 0.5057... Generator Loss: 2.2045 Epoch 21/25... Discriminator Loss: 0.6106... Generator Loss: 1.6739
Epoch 21/25... Discriminator Loss: 0.5422... Generator Loss: 1.8939 Epoch 21/25... Discriminator Loss: 0.8312... Generator Loss: 1.1626 Epoch 21/25... Discriminator Loss: 0.4397... Generator Loss: 2.5648 Epoch 21/25... Discriminator Loss: 0.8328... Generator Loss: 1.1607 Epoch 21/25... Discriminator Loss: 0.5647... Generator Loss: 2.0161 Epoch 21/25... Discriminator Loss: 0.8008... Generator Loss: 1.2063 Epoch 21/25... Discriminator Loss: 0.4760... Generator Loss: 2.5685 Epoch 21/25... Discriminator Loss: 0.8627... Generator Loss: 1.1013 Epoch 21/25... Discriminator Loss: 0.3938... Generator Loss: 3.2831 Epoch 21/25... Discriminator Loss: 0.5938... Generator Loss: 1.6886
Epoch 21/25... Discriminator Loss: 0.4872... Generator Loss: 2.3049 Epoch 21/25... Discriminator Loss: 0.7604... Generator Loss: 1.2551 Epoch 21/25... Discriminator Loss: 0.7430... Generator Loss: 1.3855 Epoch 21/25... Discriminator Loss: 0.6356... Generator Loss: 1.7161 Epoch 21/25... Discriminator Loss: 0.6405... Generator Loss: 1.5668 Epoch 21/25... Discriminator Loss: 0.5296... Generator Loss: 2.3781 Epoch 21/25... Discriminator Loss: 1.2751... Generator Loss: 3.0569 Epoch 21/25... Discriminator Loss: 0.7441... Generator Loss: 1.2938 Epoch 21/25... Discriminator Loss: 0.8512... Generator Loss: 1.1472 Epoch 21/25... Discriminator Loss: 0.7818... Generator Loss: 2.7550
Epoch 21/25... Discriminator Loss: 0.6982... Generator Loss: 1.5158 Epoch 21/25... Discriminator Loss: 0.8664... Generator Loss: 1.1737 Epoch 21/25... Discriminator Loss: 0.8289... Generator Loss: 1.2647 Epoch 21/25... Discriminator Loss: 0.4805... Generator Loss: 2.2801 Epoch 21/25... Discriminator Loss: 0.7810... Generator Loss: 1.2740 Epoch 21/25... Discriminator Loss: 0.7061... Generator Loss: 1.4065 Epoch 21/25... Discriminator Loss: 0.5502... Generator Loss: 2.0017 Epoch 21/25... Discriminator Loss: 0.6215... Generator Loss: 1.6478 Epoch 21/25... Discriminator Loss: 0.4682... Generator Loss: 2.3843 Epoch 21/25... Discriminator Loss: 1.7874... Generator Loss: 0.4719
Epoch 21/25... Discriminator Loss: 0.7743... Generator Loss: 1.5246 Epoch 21/25... Discriminator Loss: 1.4391... Generator Loss: 0.5863 Epoch 22/25... Discriminator Loss: 0.6391... Generator Loss: 1.6794 Epoch 22/25... Discriminator Loss: 0.7580... Generator Loss: 1.2630 Epoch 22/25... Discriminator Loss: 0.6170... Generator Loss: 1.7471 Epoch 22/25... Discriminator Loss: 0.5922... Generator Loss: 1.7233 Epoch 22/25... Discriminator Loss: 0.7091... Generator Loss: 1.4258 Epoch 22/25... Discriminator Loss: 0.6449... Generator Loss: 1.7055 Epoch 22/25... Discriminator Loss: 0.9292... Generator Loss: 1.1408 Epoch 22/25... Discriminator Loss: 0.6487... Generator Loss: 1.5246
Epoch 22/25... Discriminator Loss: 0.5830... Generator Loss: 2.3628 Epoch 22/25... Discriminator Loss: 0.9070... Generator Loss: 1.3534 Epoch 22/25... Discriminator Loss: 0.7958... Generator Loss: 1.2487 Epoch 22/25... Discriminator Loss: 0.8199... Generator Loss: 1.6987 Epoch 22/25... Discriminator Loss: 0.7275... Generator Loss: 2.4701 Epoch 22/25... Discriminator Loss: 0.7380... Generator Loss: 2.2024 Epoch 22/25... Discriminator Loss: 0.7434... Generator Loss: 1.9339 Epoch 22/25... Discriminator Loss: 0.7596... Generator Loss: 1.3860 Epoch 22/25... Discriminator Loss: 0.6370... Generator Loss: 1.5801 Epoch 22/25... Discriminator Loss: 0.7150... Generator Loss: 1.3856
Epoch 22/25... Discriminator Loss: 0.7034... Generator Loss: 1.4609 Epoch 22/25... Discriminator Loss: 1.3004... Generator Loss: 0.6441 Epoch 22/25... Discriminator Loss: 0.5780... Generator Loss: 1.8585 Epoch 22/25... Discriminator Loss: 0.9602... Generator Loss: 0.9689 Epoch 22/25... Discriminator Loss: 0.7663... Generator Loss: 1.2234 Epoch 22/25... Discriminator Loss: 0.6478... Generator Loss: 1.5392 Epoch 22/25... Discriminator Loss: 0.5994... Generator Loss: 1.6800 Epoch 22/25... Discriminator Loss: 0.7486... Generator Loss: 1.4268 Epoch 22/25... Discriminator Loss: 0.5689... Generator Loss: 1.8020 Epoch 22/25... Discriminator Loss: 0.6354... Generator Loss: 1.5842
Epoch 22/25... Discriminator Loss: 0.7622... Generator Loss: 1.2268 Epoch 22/25... Discriminator Loss: 0.6756... Generator Loss: 1.4518 Epoch 22/25... Discriminator Loss: 0.8798... Generator Loss: 1.0863 Epoch 22/25... Discriminator Loss: 0.7251... Generator Loss: 2.4856 Epoch 22/25... Discriminator Loss: 0.6116... Generator Loss: 1.6765 Epoch 22/25... Discriminator Loss: 0.7147... Generator Loss: 1.4291 Epoch 22/25... Discriminator Loss: 0.5609... Generator Loss: 1.9138 Epoch 22/25... Discriminator Loss: 0.5837... Generator Loss: 2.0132 Epoch 22/25... Discriminator Loss: 0.7502... Generator Loss: 1.3093 Epoch 22/25... Discriminator Loss: 1.8943... Generator Loss: 0.4707
Epoch 22/25... Discriminator Loss: 0.9857... Generator Loss: 0.9801 Epoch 22/25... Discriminator Loss: 0.5920... Generator Loss: 1.7302 Epoch 22/25... Discriminator Loss: 0.7424... Generator Loss: 1.3708 Epoch 22/25... Discriminator Loss: 0.5795... Generator Loss: 1.8264 Epoch 22/25... Discriminator Loss: 0.6322... Generator Loss: 1.5761 Epoch 22/25... Discriminator Loss: 0.6902... Generator Loss: 1.4149 Epoch 22/25... Discriminator Loss: 0.6319... Generator Loss: 1.7633 Epoch 22/25... Discriminator Loss: 0.7126... Generator Loss: 1.4678 Epoch 22/25... Discriminator Loss: 0.7312... Generator Loss: 1.9338 Epoch 23/25... Discriminator Loss: 0.6441... Generator Loss: 1.5885
Epoch 23/25... Discriminator Loss: 0.7447... Generator Loss: 1.2932 Epoch 23/25... Discriminator Loss: 0.6679... Generator Loss: 1.4957 Epoch 23/25... Discriminator Loss: 0.6669... Generator Loss: 1.5109 Epoch 23/25... Discriminator Loss: 0.7110... Generator Loss: 1.3642 Epoch 23/25... Discriminator Loss: 1.0526... Generator Loss: 0.8555 Epoch 23/25... Discriminator Loss: 1.5648... Generator Loss: 0.5085 Epoch 23/25... Discriminator Loss: 1.0446... Generator Loss: 0.8679 Epoch 23/25... Discriminator Loss: 0.8419... Generator Loss: 1.1270 Epoch 23/25... Discriminator Loss: 0.6943... Generator Loss: 1.4417 Epoch 23/25... Discriminator Loss: 0.5974... Generator Loss: 1.7319
Epoch 23/25... Discriminator Loss: 0.5060... Generator Loss: 2.0583 Epoch 23/25... Discriminator Loss: 0.8912... Generator Loss: 1.0323 Epoch 23/25... Discriminator Loss: 0.5479... Generator Loss: 1.9114 Epoch 23/25... Discriminator Loss: 0.7383... Generator Loss: 1.2823 Epoch 23/25... Discriminator Loss: 0.6832... Generator Loss: 1.4448 Epoch 23/25... Discriminator Loss: 0.6249... Generator Loss: 1.6382 Epoch 23/25... Discriminator Loss: 0.6761... Generator Loss: 1.4301 Epoch 23/25... Discriminator Loss: 0.4989... Generator Loss: 2.2751 Epoch 23/25... Discriminator Loss: 0.4864... Generator Loss: 2.2695 Epoch 23/25... Discriminator Loss: 0.6735... Generator Loss: 1.4374
Epoch 23/25... Discriminator Loss: 0.5549... Generator Loss: 2.2322 Epoch 23/25... Discriminator Loss: 0.7236... Generator Loss: 1.3147 Epoch 23/25... Discriminator Loss: 0.6426... Generator Loss: 1.9549 Epoch 23/25... Discriminator Loss: 0.7006... Generator Loss: 1.4069 Epoch 23/25... Discriminator Loss: 0.9929... Generator Loss: 1.0031 Epoch 23/25... Discriminator Loss: 1.0510... Generator Loss: 0.8824 Epoch 23/25... Discriminator Loss: 0.7719... Generator Loss: 1.2196 Epoch 23/25... Discriminator Loss: 0.8451... Generator Loss: 1.1024 Epoch 23/25... Discriminator Loss: 0.7176... Generator Loss: 1.3786 Epoch 23/25... Discriminator Loss: 0.4124... Generator Loss: 3.0907
Epoch 23/25... Discriminator Loss: 0.6521... Generator Loss: 1.5792 Epoch 23/25... Discriminator Loss: 0.6600... Generator Loss: 1.5342 Epoch 23/25... Discriminator Loss: 0.8266... Generator Loss: 1.1338 Epoch 23/25... Discriminator Loss: 0.6403... Generator Loss: 2.3438 Epoch 23/25... Discriminator Loss: 2.1671... Generator Loss: 0.4265 Epoch 23/25... Discriminator Loss: 0.9314... Generator Loss: 1.1194 Epoch 23/25... Discriminator Loss: 0.6548... Generator Loss: 1.5828 Epoch 23/25... Discriminator Loss: 0.7525... Generator Loss: 1.4276 Epoch 23/25... Discriminator Loss: 0.8122... Generator Loss: 1.1567 Epoch 23/25... Discriminator Loss: 0.6482... Generator Loss: 1.5288
Epoch 23/25... Discriminator Loss: 0.5835... Generator Loss: 1.9108 Epoch 23/25... Discriminator Loss: 0.7632... Generator Loss: 1.2624 Epoch 23/25... Discriminator Loss: 0.6297... Generator Loss: 1.6537 Epoch 23/25... Discriminator Loss: 0.5890... Generator Loss: 1.7740 Epoch 23/25... Discriminator Loss: 0.4603... Generator Loss: 2.4711 Epoch 23/25... Discriminator Loss: 0.9169... Generator Loss: 0.9937 Epoch 24/25... Discriminator Loss: 0.8053... Generator Loss: 1.2088 Epoch 24/25... Discriminator Loss: 0.5220... Generator Loss: 2.0666 Epoch 24/25... Discriminator Loss: 0.7204... Generator Loss: 2.0051 Epoch 24/25... Discriminator Loss: 0.8781... Generator Loss: 2.9017
Epoch 24/25... Discriminator Loss: 0.6595... Generator Loss: 2.0700 Epoch 24/25... Discriminator Loss: 0.7864... Generator Loss: 1.2597 Epoch 24/25... Discriminator Loss: 0.6800... Generator Loss: 1.9880 Epoch 24/25... Discriminator Loss: 0.7196... Generator Loss: 1.4464 Epoch 24/25... Discriminator Loss: 0.5716... Generator Loss: 1.9365 Epoch 24/25... Discriminator Loss: 0.8000... Generator Loss: 1.3593 Epoch 24/25... Discriminator Loss: 0.7424... Generator Loss: 2.7461 Epoch 24/25... Discriminator Loss: 0.7770... Generator Loss: 2.2202 Epoch 24/25... Discriminator Loss: 0.9646... Generator Loss: 0.9517 Epoch 24/25... Discriminator Loss: 0.7906... Generator Loss: 1.2334
Epoch 24/25... Discriminator Loss: 0.7973... Generator Loss: 1.2083 Epoch 24/25... Discriminator Loss: 0.5724... Generator Loss: 1.8629 Epoch 24/25... Discriminator Loss: 0.8574... Generator Loss: 1.0567 Epoch 24/25... Discriminator Loss: 0.8555... Generator Loss: 1.1086 Epoch 24/25... Discriminator Loss: 0.7353... Generator Loss: 1.3045 Epoch 24/25... Discriminator Loss: 0.5483... Generator Loss: 1.9824 Epoch 24/25... Discriminator Loss: 0.7205... Generator Loss: 1.3038 Epoch 24/25... Discriminator Loss: 0.4520... Generator Loss: 2.7300 Epoch 24/25... Discriminator Loss: 0.7172... Generator Loss: 1.4298 Epoch 24/25... Discriminator Loss: 0.6189... Generator Loss: 2.4576
Epoch 24/25... Discriminator Loss: 0.8969... Generator Loss: 1.0473 Epoch 24/25... Discriminator Loss: 0.5741... Generator Loss: 1.9041 Epoch 24/25... Discriminator Loss: 0.6870... Generator Loss: 1.5138 Epoch 24/25... Discriminator Loss: 0.8122... Generator Loss: 1.1848 Epoch 24/25... Discriminator Loss: 0.6386... Generator Loss: 1.5344 Epoch 24/25... Discriminator Loss: 0.5800... Generator Loss: 1.9647 Epoch 24/25... Discriminator Loss: 2.0920... Generator Loss: 4.9201 Epoch 24/25... Discriminator Loss: 0.7810... Generator Loss: 2.0947 Epoch 24/25... Discriminator Loss: 0.7483... Generator Loss: 1.7305 Epoch 24/25... Discriminator Loss: 1.2300... Generator Loss: 0.7528
Epoch 24/25... Discriminator Loss: 1.0632... Generator Loss: 0.9114 Epoch 24/25... Discriminator Loss: 0.5542... Generator Loss: 1.9497 Epoch 24/25... Discriminator Loss: 0.6732... Generator Loss: 1.7858 Epoch 24/25... Discriminator Loss: 2.0252... Generator Loss: 4.1009 Epoch 24/25... Discriminator Loss: 0.7389... Generator Loss: 1.3654 Epoch 24/25... Discriminator Loss: 1.0378... Generator Loss: 1.0825 Epoch 24/25... Discriminator Loss: 0.7035... Generator Loss: 2.2294 Epoch 24/25... Discriminator Loss: 0.9927... Generator Loss: 0.8893 Epoch 24/25... Discriminator Loss: 0.6575... Generator Loss: 1.5472 Epoch 24/25... Discriminator Loss: 0.5528... Generator Loss: 2.1068
Epoch 24/25... Discriminator Loss: 0.7863... Generator Loss: 1.2283 Epoch 24/25... Discriminator Loss: 0.6922... Generator Loss: 1.4507 Epoch 24/25... Discriminator Loss: 0.6376... Generator Loss: 1.6567 Epoch 25/25... Discriminator Loss: 0.6075... Generator Loss: 1.6634 Epoch 25/25... Discriminator Loss: 0.6592... Generator Loss: 1.4972 Epoch 25/25... Discriminator Loss: 0.6423... Generator Loss: 1.5629 Epoch 25/25... Discriminator Loss: 0.7703... Generator Loss: 1.3117 Epoch 25/25... Discriminator Loss: 0.6752... Generator Loss: 1.5034 Epoch 25/25... Discriminator Loss: 1.3041... Generator Loss: 0.6103 Epoch 25/25... Discriminator Loss: 0.7381... Generator Loss: 1.4547
Epoch 25/25... Discriminator Loss: 0.6723... Generator Loss: 1.9601 Epoch 25/25... Discriminator Loss: 0.6836... Generator Loss: 2.2305 Epoch 25/25... Discriminator Loss: 0.9187... Generator Loss: 2.8872 Epoch 25/25... Discriminator Loss: 0.6313... Generator Loss: 2.0760 Epoch 25/25... Discriminator Loss: 0.8560... Generator Loss: 1.0936 Epoch 25/25... Discriminator Loss: 0.6867... Generator Loss: 1.5017 Epoch 25/25... Discriminator Loss: 0.7059... Generator Loss: 1.3644 Epoch 25/25... Discriminator Loss: 0.5096... Generator Loss: 2.2477 Epoch 25/25... Discriminator Loss: 0.7659... Generator Loss: 1.2725 Epoch 25/25... Discriminator Loss: 0.7282... Generator Loss: 1.6572
Epoch 25/25... Discriminator Loss: 0.5464... Generator Loss: 2.1875 Epoch 25/25... Discriminator Loss: 0.6837... Generator Loss: 1.4924 Epoch 25/25... Discriminator Loss: 0.8348... Generator Loss: 1.1237 Epoch 25/25... Discriminator Loss: 0.5263... Generator Loss: 1.9843 Epoch 25/25... Discriminator Loss: 0.6437... Generator Loss: 1.5980 Epoch 25/25... Discriminator Loss: 0.6100... Generator Loss: 1.6447 Epoch 25/25... Discriminator Loss: 0.7210... Generator Loss: 1.4066 Epoch 25/25... Discriminator Loss: 0.7043... Generator Loss: 1.3761 Epoch 25/25... Discriminator Loss: 0.5728... Generator Loss: 1.8115 Epoch 25/25... Discriminator Loss: 1.0041... Generator Loss: 0.8657
Epoch 25/25... Discriminator Loss: 0.5254... Generator Loss: 2.0996 Epoch 25/25... Discriminator Loss: 0.4590... Generator Loss: 2.7913 Epoch 25/25... Discriminator Loss: 1.1397... Generator Loss: 0.7801 Epoch 25/25... Discriminator Loss: 0.6141... Generator Loss: 1.6717 Epoch 25/25... Discriminator Loss: 0.6353... Generator Loss: 1.6296 Epoch 25/25... Discriminator Loss: 0.6147... Generator Loss: 1.7136 Epoch 25/25... Discriminator Loss: 0.5810... Generator Loss: 1.8149 Epoch 25/25... Discriminator Loss: 0.7257... Generator Loss: 1.4091 Epoch 25/25... Discriminator Loss: 0.6807... Generator Loss: 1.5607 Epoch 25/25... Discriminator Loss: 0.9667... Generator Loss: 1.0118
Epoch 25/25... Discriminator Loss: 1.6178... Generator Loss: 0.7435 Epoch 25/25... Discriminator Loss: 0.7495... Generator Loss: 1.2829 Epoch 25/25... Discriminator Loss: 0.7207... Generator Loss: 1.4118 Epoch 25/25... Discriminator Loss: 0.6457... Generator Loss: 1.7744 Epoch 25/25... Discriminator Loss: 0.6099... Generator Loss: 1.8294 Epoch 25/25... Discriminator Loss: 0.7092... Generator Loss: 1.3920 Epoch 25/25... Discriminator Loss: 0.8246... Generator Loss: 1.2143 Epoch 25/25... Discriminator Loss: 0.9713... Generator Loss: 1.0418 Epoch 25/25... Discriminator Loss: 0.5857... Generator Loss: 1.7495 Epoch 25/25... Discriminator Loss: 0.6282... Generator Loss: 1.5928
Run your GANs on CelebA. It will take around 20 minutes on the average GPU to run one epoch. You can run the whole epoch or stop when it starts to generate realistic faces.
batch_size = 128
z_dim = 512
learning_rate = 0.0002
beta1 = 0.5
"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
epochs = 10
celeba_dataset = helper.Dataset('celeba', glob(os.path.join(data_dir, 'img_align_celeba/*.jpg')))
with tf.Graph().as_default():
train(epochs, batch_size, z_dim, learning_rate, beta1, celeba_dataset.get_batches,
celeba_dataset.shape, celeba_dataset.image_mode)
Epoch 1/10... Discriminator Loss: 0.6201... Generator Loss: 2.8750 Epoch 1/10... Discriminator Loss: 0.5115... Generator Loss: 3.1992 Epoch 1/10... Discriminator Loss: 0.5446... Generator Loss: 3.0213 Epoch 1/10... Discriminator Loss: 0.5487... Generator Loss: 6.8241 Epoch 1/10... Discriminator Loss: 0.6515... Generator Loss: 2.0392 Epoch 1/10... Discriminator Loss: 0.4798... Generator Loss: 2.9571 Epoch 1/10... Discriminator Loss: 0.5497... Generator Loss: 2.1911 Epoch 1/10... Discriminator Loss: 0.6562... Generator Loss: 2.0632 Epoch 1/10... Discriminator Loss: 0.7137... Generator Loss: 1.5585 Epoch 1/10... Discriminator Loss: 0.6786... Generator Loss: 2.4273
Epoch 1/10... Discriminator Loss: 1.0594... Generator Loss: 1.0628 Epoch 1/10... Discriminator Loss: 1.0706... Generator Loss: 0.9463 Epoch 1/10... Discriminator Loss: 0.9153... Generator Loss: 1.7193 Epoch 1/10... Discriminator Loss: 0.7754... Generator Loss: 1.5922 Epoch 1/10... Discriminator Loss: 1.1161... Generator Loss: 0.8112 Epoch 1/10... Discriminator Loss: 0.6839... Generator Loss: 2.0354 Epoch 1/10... Discriminator Loss: 1.1087... Generator Loss: 0.9201 Epoch 1/10... Discriminator Loss: 0.8029... Generator Loss: 2.4073 Epoch 1/10... Discriminator Loss: 0.5793... Generator Loss: 2.5054 Epoch 1/10... Discriminator Loss: 0.6621... Generator Loss: 3.8161
Epoch 1/10... Discriminator Loss: 0.5514... Generator Loss: 2.5901 Epoch 1/10... Discriminator Loss: 0.9320... Generator Loss: 1.3693 Epoch 1/10... Discriminator Loss: 1.2906... Generator Loss: 0.6721 Epoch 1/10... Discriminator Loss: 0.6146... Generator Loss: 1.9471 Epoch 1/10... Discriminator Loss: 0.7180... Generator Loss: 2.3303 Epoch 1/10... Discriminator Loss: 0.6131... Generator Loss: 1.8003 Epoch 1/10... Discriminator Loss: 0.5110... Generator Loss: 2.5356 Epoch 1/10... Discriminator Loss: 0.7215... Generator Loss: 1.4163 Epoch 1/10... Discriminator Loss: 0.9729... Generator Loss: 2.5961 Epoch 1/10... Discriminator Loss: 1.0155... Generator Loss: 4.0743
Epoch 1/10... Discriminator Loss: 0.7812... Generator Loss: 1.5927 Epoch 1/10... Discriminator Loss: 1.0552... Generator Loss: 0.9819 Epoch 1/10... Discriminator Loss: 1.5931... Generator Loss: 4.8741 Epoch 1/10... Discriminator Loss: 0.8742... Generator Loss: 1.9016 Epoch 1/10... Discriminator Loss: 1.2488... Generator Loss: 0.6981 Epoch 1/10... Discriminator Loss: 0.8239... Generator Loss: 1.4557 Epoch 1/10... Discriminator Loss: 0.5997... Generator Loss: 2.3956 Epoch 1/10... Discriminator Loss: 0.6405... Generator Loss: 2.7837 Epoch 1/10... Discriminator Loss: 0.6586... Generator Loss: 1.6713 Epoch 1/10... Discriminator Loss: 0.8776... Generator Loss: 2.2224
Epoch 1/10... Discriminator Loss: 0.6282... Generator Loss: 2.4382 Epoch 1/10... Discriminator Loss: 0.6455... Generator Loss: 2.0032 Epoch 1/10... Discriminator Loss: 0.9564... Generator Loss: 1.1896 Epoch 1/10... Discriminator Loss: 0.6090... Generator Loss: 2.4216 Epoch 1/10... Discriminator Loss: 1.0750... Generator Loss: 0.8788 Epoch 1/10... Discriminator Loss: 1.6895... Generator Loss: 4.9181 Epoch 1/10... Discriminator Loss: 0.9225... Generator Loss: 1.7197 Epoch 1/10... Discriminator Loss: 0.8492... Generator Loss: 1.3033 Epoch 1/10... Discriminator Loss: 0.9295... Generator Loss: 2.1103 Epoch 1/10... Discriminator Loss: 1.1004... Generator Loss: 0.8364
Epoch 1/10... Discriminator Loss: 0.9342... Generator Loss: 2.8947 Epoch 1/10... Discriminator Loss: 0.7375... Generator Loss: 1.6109 Epoch 1/10... Discriminator Loss: 0.8065... Generator Loss: 1.8005 Epoch 1/10... Discriminator Loss: 1.3009... Generator Loss: 0.6991 Epoch 1/10... Discriminator Loss: 1.0821... Generator Loss: 1.0815 Epoch 1/10... Discriminator Loss: 0.8731... Generator Loss: 1.2169 Epoch 1/10... Discriminator Loss: 1.1837... Generator Loss: 0.9333 Epoch 1/10... Discriminator Loss: 0.9418... Generator Loss: 3.3161 Epoch 1/10... Discriminator Loss: 1.2185... Generator Loss: 0.7113 Epoch 1/10... Discriminator Loss: 0.9303... Generator Loss: 1.1518
Epoch 1/10... Discriminator Loss: 0.9854... Generator Loss: 1.3254 Epoch 1/10... Discriminator Loss: 0.8923... Generator Loss: 1.2763 Epoch 1/10... Discriminator Loss: 1.1018... Generator Loss: 0.9109 Epoch 1/10... Discriminator Loss: 1.2617... Generator Loss: 0.6517 Epoch 1/10... Discriminator Loss: 0.8198... Generator Loss: 1.8251 Epoch 1/10... Discriminator Loss: 0.9399... Generator Loss: 1.4217 Epoch 1/10... Discriminator Loss: 0.6023... Generator Loss: 1.9847 Epoch 1/10... Discriminator Loss: 0.9608... Generator Loss: 1.3243 Epoch 1/10... Discriminator Loss: 1.0190... Generator Loss: 1.1953 Epoch 1/10... Discriminator Loss: 0.9994... Generator Loss: 1.6198
Epoch 1/10... Discriminator Loss: 0.9578... Generator Loss: 1.0649 Epoch 1/10... Discriminator Loss: 1.2123... Generator Loss: 0.7038 Epoch 1/10... Discriminator Loss: 0.5669... Generator Loss: 2.3385 Epoch 1/10... Discriminator Loss: 0.8684... Generator Loss: 1.4320 Epoch 1/10... Discriminator Loss: 1.1251... Generator Loss: 0.9583 Epoch 1/10... Discriminator Loss: 1.0672... Generator Loss: 0.9620 Epoch 1/10... Discriminator Loss: 1.7385... Generator Loss: 0.3717 Epoch 1/10... Discriminator Loss: 0.6982... Generator Loss: 1.9603 Epoch 1/10... Discriminator Loss: 1.2804... Generator Loss: 0.6736 Epoch 1/10... Discriminator Loss: 0.8923... Generator Loss: 1.2521
Epoch 1/10... Discriminator Loss: 1.0849... Generator Loss: 1.0420 Epoch 1/10... Discriminator Loss: 0.9569... Generator Loss: 1.2839 Epoch 1/10... Discriminator Loss: 1.0775... Generator Loss: 2.0768 Epoch 1/10... Discriminator Loss: 1.0123... Generator Loss: 1.0546 Epoch 1/10... Discriminator Loss: 1.1000... Generator Loss: 0.8592 Epoch 1/10... Discriminator Loss: 1.0109... Generator Loss: 0.9690 Epoch 1/10... Discriminator Loss: 0.7181... Generator Loss: 2.7212 Epoch 1/10... Discriminator Loss: 1.0038... Generator Loss: 1.1802 Epoch 1/10... Discriminator Loss: 1.2263... Generator Loss: 0.6771 Epoch 1/10... Discriminator Loss: 1.4007... Generator Loss: 0.5496
Epoch 1/10... Discriminator Loss: 1.0365... Generator Loss: 1.0056 Epoch 1/10... Discriminator Loss: 1.1941... Generator Loss: 2.6138 Epoch 1/10... Discriminator Loss: 0.9958... Generator Loss: 2.1057 Epoch 1/10... Discriminator Loss: 1.1492... Generator Loss: 0.7483 Epoch 1/10... Discriminator Loss: 1.1695... Generator Loss: 0.6936 Epoch 1/10... Discriminator Loss: 0.9871... Generator Loss: 1.8547 Epoch 1/10... Discriminator Loss: 1.0306... Generator Loss: 0.9835 Epoch 1/10... Discriminator Loss: 1.0245... Generator Loss: 0.8465 Epoch 1/10... Discriminator Loss: 0.8188... Generator Loss: 1.5721 Epoch 1/10... Discriminator Loss: 0.6964... Generator Loss: 1.8643
Epoch 1/10... Discriminator Loss: 0.9292... Generator Loss: 1.0454 Epoch 1/10... Discriminator Loss: 0.5055... Generator Loss: 2.6550 Epoch 1/10... Discriminator Loss: 1.1626... Generator Loss: 0.7757 Epoch 1/10... Discriminator Loss: 1.0940... Generator Loss: 0.7805 Epoch 1/10... Discriminator Loss: 1.3468... Generator Loss: 0.5774 Epoch 1/10... Discriminator Loss: 1.1284... Generator Loss: 0.8054 Epoch 1/10... Discriminator Loss: 0.8974... Generator Loss: 1.4411 Epoch 1/10... Discriminator Loss: 0.9909... Generator Loss: 1.5657 Epoch 1/10... Discriminator Loss: 0.7956... Generator Loss: 1.3603 Epoch 1/10... Discriminator Loss: 0.9506... Generator Loss: 0.9565
Epoch 1/10... Discriminator Loss: 0.9519... Generator Loss: 1.1022 Epoch 1/10... Discriminator Loss: 0.9646... Generator Loss: 1.3428 Epoch 1/10... Discriminator Loss: 0.9618... Generator Loss: 1.1399 Epoch 1/10... Discriminator Loss: 0.8728... Generator Loss: 1.8565 Epoch 1/10... Discriminator Loss: 1.1481... Generator Loss: 0.7252 Epoch 1/10... Discriminator Loss: 0.7651... Generator Loss: 1.6044 Epoch 1/10... Discriminator Loss: 1.0763... Generator Loss: 1.1894 Epoch 1/10... Discriminator Loss: 0.9085... Generator Loss: 1.6840 Epoch 1/10... Discriminator Loss: 0.8435... Generator Loss: 1.8322 Epoch 1/10... Discriminator Loss: 1.2292... Generator Loss: 0.6469
Epoch 1/10... Discriminator Loss: 0.7450... Generator Loss: 1.5525 Epoch 1/10... Discriminator Loss: 0.9734... Generator Loss: 1.8677 Epoch 1/10... Discriminator Loss: 0.8820... Generator Loss: 1.4619 Epoch 1/10... Discriminator Loss: 0.6960... Generator Loss: 1.8308 Epoch 1/10... Discriminator Loss: 1.1109... Generator Loss: 0.7607 Epoch 1/10... Discriminator Loss: 0.8090... Generator Loss: 1.3383 Epoch 1/10... Discriminator Loss: 0.7919... Generator Loss: 1.2601 Epoch 1/10... Discriminator Loss: 0.8321... Generator Loss: 2.5773 Epoch 1/10... Discriminator Loss: 0.8376... Generator Loss: 1.6468 Epoch 1/10... Discriminator Loss: 1.3848... Generator Loss: 0.5402
Epoch 1/10... Discriminator Loss: 0.8237... Generator Loss: 1.3949 Epoch 1/10... Discriminator Loss: 1.6675... Generator Loss: 0.3682 Epoch 1/10... Discriminator Loss: 1.0003... Generator Loss: 1.3795 Epoch 1/10... Discriminator Loss: 0.9587... Generator Loss: 1.1484 Epoch 1/10... Discriminator Loss: 0.8468... Generator Loss: 2.1318 Epoch 1/10... Discriminator Loss: 1.1598... Generator Loss: 0.6858 Epoch 1/10... Discriminator Loss: 0.6538... Generator Loss: 1.6283 Epoch 1/10... Discriminator Loss: 1.1191... Generator Loss: 0.7729 Epoch 1/10... Discriminator Loss: 1.5422... Generator Loss: 0.4264 Epoch 1/10... Discriminator Loss: 0.8127... Generator Loss: 2.2919
Epoch 1/10... Discriminator Loss: 1.0163... Generator Loss: 0.8935 Epoch 1/10... Discriminator Loss: 0.7620... Generator Loss: 1.4734 Epoch 1/10... Discriminator Loss: 1.2371... Generator Loss: 0.6083 Epoch 1/10... Discriminator Loss: 0.7811... Generator Loss: 2.5847 Epoch 1/10... Discriminator Loss: 1.2947... Generator Loss: 0.5832 Epoch 1/10... Discriminator Loss: 0.5605... Generator Loss: 1.9563 Epoch 1/10... Discriminator Loss: 0.5157... Generator Loss: 2.4953 Epoch 1/10... Discriminator Loss: 1.0252... Generator Loss: 0.9317 Epoch 1/10... Discriminator Loss: 1.1360... Generator Loss: 0.7085 Epoch 1/10... Discriminator Loss: 1.1088... Generator Loss: 0.7999
Epoch 1/10... Discriminator Loss: 0.7584... Generator Loss: 1.4464 Epoch 1/10... Discriminator Loss: 0.9599... Generator Loss: 0.9332 Epoch 1/10... Discriminator Loss: 0.8279... Generator Loss: 1.3189 Epoch 1/10... Discriminator Loss: 0.7287... Generator Loss: 1.4574 Epoch 1/10... Discriminator Loss: 0.7935... Generator Loss: 1.8086 Epoch 1/10... Discriminator Loss: 0.8623... Generator Loss: 1.1043 Epoch 1/10... Discriminator Loss: 1.3285... Generator Loss: 0.5366 Epoch 1/10... Discriminator Loss: 0.6999... Generator Loss: 1.7970 Epoch 2/10... Discriminator Loss: 0.7496... Generator Loss: 1.6709 Epoch 2/10... Discriminator Loss: 1.4162... Generator Loss: 0.4837
Epoch 2/10... Discriminator Loss: 0.8380... Generator Loss: 1.7887 Epoch 2/10... Discriminator Loss: 0.7922... Generator Loss: 1.5272 Epoch 2/10... Discriminator Loss: 1.4488... Generator Loss: 0.4580 Epoch 2/10... Discriminator Loss: 0.5779... Generator Loss: 2.9952 Epoch 2/10... Discriminator Loss: 0.6639... Generator Loss: 1.5776 Epoch 2/10... Discriminator Loss: 0.5801... Generator Loss: 2.5932 Epoch 2/10... Discriminator Loss: 1.9136... Generator Loss: 0.2787 Epoch 2/10... Discriminator Loss: 2.5770... Generator Loss: 0.1533 Epoch 2/10... Discriminator Loss: 1.1591... Generator Loss: 1.4641 Epoch 2/10... Discriminator Loss: 1.0646... Generator Loss: 0.8170
Epoch 2/10... Discriminator Loss: 0.8813... Generator Loss: 1.0249 Epoch 2/10... Discriminator Loss: 0.7279... Generator Loss: 1.3908 Epoch 2/10... Discriminator Loss: 0.9152... Generator Loss: 1.4451 Epoch 2/10... Discriminator Loss: 0.7220... Generator Loss: 2.2608 Epoch 2/10... Discriminator Loss: 0.6271... Generator Loss: 1.6890 Epoch 2/10... Discriminator Loss: 2.0880... Generator Loss: 0.2632 Epoch 2/10... Discriminator Loss: 0.9694... Generator Loss: 1.3474 Epoch 2/10... Discriminator Loss: 0.9007... Generator Loss: 1.1478 Epoch 2/10... Discriminator Loss: 0.8524... Generator Loss: 1.2385 Epoch 2/10... Discriminator Loss: 0.7379... Generator Loss: 2.3450
Epoch 2/10... Discriminator Loss: 0.8038... Generator Loss: 1.2827 Epoch 2/10... Discriminator Loss: 0.7571... Generator Loss: 1.2725 Epoch 2/10... Discriminator Loss: 0.6097... Generator Loss: 1.8522 Epoch 2/10... Discriminator Loss: 0.5044... Generator Loss: 2.3278 Epoch 2/10... Discriminator Loss: 1.0108... Generator Loss: 0.8205 Epoch 2/10... Discriminator Loss: 1.5868... Generator Loss: 0.4010 Epoch 2/10... Discriminator Loss: 1.0065... Generator Loss: 0.8717 Epoch 2/10... Discriminator Loss: 0.8532... Generator Loss: 1.0776 Epoch 2/10... Discriminator Loss: 0.6991... Generator Loss: 1.7193 Epoch 2/10... Discriminator Loss: 1.6539... Generator Loss: 0.3631
Epoch 2/10... Discriminator Loss: 1.1022... Generator Loss: 0.8406 Epoch 2/10... Discriminator Loss: 1.5651... Generator Loss: 0.4067 Epoch 2/10... Discriminator Loss: 0.8466... Generator Loss: 1.3018 Epoch 2/10... Discriminator Loss: 1.0869... Generator Loss: 0.7689 Epoch 2/10... Discriminator Loss: 1.1346... Generator Loss: 0.7023 Epoch 2/10... Discriminator Loss: 0.4611... Generator Loss: 3.5695 Epoch 2/10... Discriminator Loss: 1.2552... Generator Loss: 2.4557 Epoch 2/10... Discriminator Loss: 1.1854... Generator Loss: 0.7580 Epoch 2/10... Discriminator Loss: 0.7076... Generator Loss: 1.6631 Epoch 2/10... Discriminator Loss: 1.0316... Generator Loss: 0.8274
Epoch 2/10... Discriminator Loss: 0.6636... Generator Loss: 1.8276 Epoch 2/10... Discriminator Loss: 1.4491... Generator Loss: 0.4707 Epoch 2/10... Discriminator Loss: 0.6692... Generator Loss: 2.4437 Epoch 2/10... Discriminator Loss: 0.9576... Generator Loss: 0.9250 Epoch 2/10... Discriminator Loss: 0.8071... Generator Loss: 1.5928 Epoch 2/10... Discriminator Loss: 0.7209... Generator Loss: 2.1769 Epoch 2/10... Discriminator Loss: 1.2499... Generator Loss: 0.6102 Epoch 2/10... Discriminator Loss: 0.9366... Generator Loss: 1.1416 Epoch 2/10... Discriminator Loss: 0.8664... Generator Loss: 1.4063 Epoch 2/10... Discriminator Loss: 1.0229... Generator Loss: 0.8309
Epoch 2/10... Discriminator Loss: 1.0121... Generator Loss: 0.8976 Epoch 2/10... Discriminator Loss: 0.9288... Generator Loss: 1.1691 Epoch 2/10... Discriminator Loss: 1.1609... Generator Loss: 0.6913 Epoch 2/10... Discriminator Loss: 0.6573... Generator Loss: 1.6082 Epoch 2/10... Discriminator Loss: 0.6871... Generator Loss: 1.4528 Epoch 2/10... Discriminator Loss: 0.9066... Generator Loss: 1.0383 Epoch 2/10... Discriminator Loss: 0.9172... Generator Loss: 1.7488 Epoch 2/10... Discriminator Loss: 0.8371... Generator Loss: 1.6028 Epoch 2/10... Discriminator Loss: 1.1473... Generator Loss: 2.5522 Epoch 2/10... Discriminator Loss: 0.9669... Generator Loss: 1.0233
Epoch 2/10... Discriminator Loss: 0.7993... Generator Loss: 1.5388 Epoch 2/10... Discriminator Loss: 0.9204... Generator Loss: 1.1536 Epoch 2/10... Discriminator Loss: 0.8582... Generator Loss: 1.1619 Epoch 2/10... Discriminator Loss: 1.0762... Generator Loss: 0.7914 Epoch 2/10... Discriminator Loss: 1.0139... Generator Loss: 0.9279 Epoch 2/10... Discriminator Loss: 0.8542... Generator Loss: 1.4427 Epoch 2/10... Discriminator Loss: 0.9946... Generator Loss: 0.9001 Epoch 2/10... Discriminator Loss: 0.9679... Generator Loss: 1.2328 Epoch 2/10... Discriminator Loss: 1.0859... Generator Loss: 0.8083 Epoch 2/10... Discriminator Loss: 0.5821... Generator Loss: 2.1372
Epoch 2/10... Discriminator Loss: 0.8122... Generator Loss: 1.2733 Epoch 2/10... Discriminator Loss: 1.0201... Generator Loss: 0.8946 Epoch 2/10... Discriminator Loss: 0.8145... Generator Loss: 1.8223 Epoch 2/10... Discriminator Loss: 0.9298... Generator Loss: 0.9433 Epoch 2/10... Discriminator Loss: 0.9233... Generator Loss: 1.7383 Epoch 2/10... Discriminator Loss: 1.3797... Generator Loss: 2.2506 Epoch 2/10... Discriminator Loss: 1.0535... Generator Loss: 0.9250 Epoch 2/10... Discriminator Loss: 0.9805... Generator Loss: 0.8865 Epoch 2/10... Discriminator Loss: 1.0323... Generator Loss: 0.9425 Epoch 2/10... Discriminator Loss: 0.9550... Generator Loss: 1.0203
Epoch 2/10... Discriminator Loss: 0.9713... Generator Loss: 1.5402 Epoch 2/10... Discriminator Loss: 1.0165... Generator Loss: 0.8316 Epoch 2/10... Discriminator Loss: 1.2086... Generator Loss: 0.6369 Epoch 2/10... Discriminator Loss: 1.0120... Generator Loss: 0.8526 Epoch 2/10... Discriminator Loss: 0.9375... Generator Loss: 1.2753 Epoch 2/10... Discriminator Loss: 0.7619... Generator Loss: 2.4687 Epoch 2/10... Discriminator Loss: 0.7792... Generator Loss: 1.8136 Epoch 2/10... Discriminator Loss: 0.9228... Generator Loss: 1.0489 Epoch 2/10... Discriminator Loss: 0.9531... Generator Loss: 0.9467 Epoch 2/10... Discriminator Loss: 1.0498... Generator Loss: 0.9287
Epoch 2/10... Discriminator Loss: 0.9001... Generator Loss: 1.0168 Epoch 2/10... Discriminator Loss: 0.8622... Generator Loss: 1.7923 Epoch 2/10... Discriminator Loss: 0.9661... Generator Loss: 1.9691 Epoch 2/10... Discriminator Loss: 0.7063... Generator Loss: 1.4003 Epoch 2/10... Discriminator Loss: 0.9498... Generator Loss: 1.3710 Epoch 2/10... Discriminator Loss: 1.3246... Generator Loss: 0.5572 Epoch 2/10... Discriminator Loss: 0.9324... Generator Loss: 1.0441 Epoch 2/10... Discriminator Loss: 0.8230... Generator Loss: 1.2928 Epoch 2/10... Discriminator Loss: 1.2125... Generator Loss: 0.6171 Epoch 2/10... Discriminator Loss: 1.1185... Generator Loss: 0.7891
Epoch 2/10... Discriminator Loss: 0.6093... Generator Loss: 1.6757 Epoch 2/10... Discriminator Loss: 0.8724... Generator Loss: 1.4364 Epoch 2/10... Discriminator Loss: 0.7377... Generator Loss: 1.3410 Epoch 2/10... Discriminator Loss: 0.8499... Generator Loss: 1.2886 Epoch 2/10... Discriminator Loss: 0.9117... Generator Loss: 1.1813 Epoch 2/10... Discriminator Loss: 1.4024... Generator Loss: 0.4873 Epoch 2/10... Discriminator Loss: 1.2389... Generator Loss: 0.6161 Epoch 2/10... Discriminator Loss: 1.2991... Generator Loss: 0.5533 Epoch 2/10... Discriminator Loss: 1.0239... Generator Loss: 0.9002 Epoch 2/10... Discriminator Loss: 1.1921... Generator Loss: 0.6788
Epoch 2/10... Discriminator Loss: 0.9395... Generator Loss: 1.1520 Epoch 2/10... Discriminator Loss: 0.5077... Generator Loss: 2.0830 Epoch 2/10... Discriminator Loss: 0.9767... Generator Loss: 0.9215 Epoch 2/10... Discriminator Loss: 1.2588... Generator Loss: 0.6020 Epoch 2/10... Discriminator Loss: 0.8966... Generator Loss: 1.2628 Epoch 2/10... Discriminator Loss: 1.3316... Generator Loss: 0.5316 Epoch 2/10... Discriminator Loss: 1.0217... Generator Loss: 0.8820 Epoch 2/10... Discriminator Loss: 1.2270... Generator Loss: 0.6156 Epoch 2/10... Discriminator Loss: 3.2354... Generator Loss: 4.2486 Epoch 2/10... Discriminator Loss: 0.9234... Generator Loss: 1.2882
Epoch 2/10... Discriminator Loss: 0.9069... Generator Loss: 1.2906 Epoch 2/10... Discriminator Loss: 0.9430... Generator Loss: 1.0576 Epoch 2/10... Discriminator Loss: 1.1060... Generator Loss: 0.7592 Epoch 2/10... Discriminator Loss: 1.0932... Generator Loss: 1.4139 Epoch 2/10... Discriminator Loss: 0.8889... Generator Loss: 1.1006 Epoch 2/10... Discriminator Loss: 0.7255... Generator Loss: 1.3994 Epoch 2/10... Discriminator Loss: 0.8364... Generator Loss: 1.1092 Epoch 2/10... Discriminator Loss: 1.1481... Generator Loss: 0.6954 Epoch 2/10... Discriminator Loss: 0.8130... Generator Loss: 1.1447 Epoch 2/10... Discriminator Loss: 1.1361... Generator Loss: 0.6927
Epoch 2/10... Discriminator Loss: 0.8110... Generator Loss: 1.5590 Epoch 2/10... Discriminator Loss: 0.9064... Generator Loss: 1.1893 Epoch 2/10... Discriminator Loss: 1.0156... Generator Loss: 0.8450 Epoch 2/10... Discriminator Loss: 1.1207... Generator Loss: 0.7345 Epoch 2/10... Discriminator Loss: 1.0772... Generator Loss: 0.8770 Epoch 2/10... Discriminator Loss: 0.7613... Generator Loss: 2.9945 Epoch 2/10... Discriminator Loss: 1.1326... Generator Loss: 0.7787 Epoch 2/10... Discriminator Loss: 1.0410... Generator Loss: 0.9024 Epoch 2/10... Discriminator Loss: 0.8004... Generator Loss: 1.7923 Epoch 2/10... Discriminator Loss: 1.0559... Generator Loss: 0.9606
Epoch 2/10... Discriminator Loss: 0.9152... Generator Loss: 1.0868 Epoch 2/10... Discriminator Loss: 0.6336... Generator Loss: 1.8584 Epoch 2/10... Discriminator Loss: 0.9440... Generator Loss: 2.0257 Epoch 2/10... Discriminator Loss: 1.0614... Generator Loss: 0.7965 Epoch 2/10... Discriminator Loss: 1.0832... Generator Loss: 0.7526 Epoch 2/10... Discriminator Loss: 0.8785... Generator Loss: 1.0260 Epoch 2/10... Discriminator Loss: 1.0083... Generator Loss: 0.9701 Epoch 2/10... Discriminator Loss: 0.7933... Generator Loss: 1.6451 Epoch 2/10... Discriminator Loss: 0.9396... Generator Loss: 2.0571 Epoch 2/10... Discriminator Loss: 1.7736... Generator Loss: 2.7498
Epoch 2/10... Discriminator Loss: 1.1315... Generator Loss: 1.4662 Epoch 2/10... Discriminator Loss: 0.9912... Generator Loss: 0.9673 Epoch 2/10... Discriminator Loss: 1.0240... Generator Loss: 0.9940 Epoch 2/10... Discriminator Loss: 0.9831... Generator Loss: 0.9716 Epoch 2/10... Discriminator Loss: 0.9206... Generator Loss: 1.2113 Epoch 2/10... Discriminator Loss: 0.8825... Generator Loss: 1.0087 Epoch 3/10... Discriminator Loss: 0.8708... Generator Loss: 1.2231 Epoch 3/10... Discriminator Loss: 0.9118... Generator Loss: 1.1736 Epoch 3/10... Discriminator Loss: 1.2298... Generator Loss: 0.6187 Epoch 3/10... Discriminator Loss: 1.2598... Generator Loss: 0.5769
Epoch 3/10... Discriminator Loss: 0.8659... Generator Loss: 1.2192 Epoch 3/10... Discriminator Loss: 0.8534... Generator Loss: 1.2619 Epoch 3/10... Discriminator Loss: 0.7224... Generator Loss: 1.3454 Epoch 3/10... Discriminator Loss: 0.9527... Generator Loss: 0.9579 Epoch 3/10... Discriminator Loss: 0.9617... Generator Loss: 0.9030 Epoch 3/10... Discriminator Loss: 1.0522... Generator Loss: 0.7936 Epoch 3/10... Discriminator Loss: 0.7336... Generator Loss: 1.7022 Epoch 3/10... Discriminator Loss: 1.4303... Generator Loss: 0.5020 Epoch 3/10... Discriminator Loss: 1.5506... Generator Loss: 0.5048 Epoch 3/10... Discriminator Loss: 0.9876... Generator Loss: 1.0660
Epoch 3/10... Discriminator Loss: 1.1597... Generator Loss: 0.7309 Epoch 3/10... Discriminator Loss: 0.9856... Generator Loss: 1.3905 Epoch 3/10... Discriminator Loss: 0.5681... Generator Loss: 3.1618 Epoch 3/10... Discriminator Loss: 1.2173... Generator Loss: 0.6089 Epoch 3/10... Discriminator Loss: 0.7783... Generator Loss: 2.0820 Epoch 3/10... Discriminator Loss: 1.2328... Generator Loss: 0.6312 Epoch 3/10... Discriminator Loss: 1.8130... Generator Loss: 0.3261 Epoch 3/10... Discriminator Loss: 0.8147... Generator Loss: 1.3868 Epoch 3/10... Discriminator Loss: 0.7829... Generator Loss: 1.4558 Epoch 3/10... Discriminator Loss: 1.2542... Generator Loss: 0.6248
Epoch 3/10... Discriminator Loss: 0.6731... Generator Loss: 1.5253 Epoch 3/10... Discriminator Loss: 0.6830... Generator Loss: 1.5050 Epoch 3/10... Discriminator Loss: 0.9084... Generator Loss: 1.0251 Epoch 3/10... Discriminator Loss: 1.2640... Generator Loss: 0.5790 Epoch 3/10... Discriminator Loss: 0.9925... Generator Loss: 0.9141 Epoch 3/10... Discriminator Loss: 1.1036... Generator Loss: 0.7129 Epoch 3/10... Discriminator Loss: 1.1912... Generator Loss: 0.6620 Epoch 3/10... Discriminator Loss: 0.9874... Generator Loss: 1.6127 Epoch 3/10... Discriminator Loss: 0.7215... Generator Loss: 1.7428 Epoch 3/10... Discriminator Loss: 1.0880... Generator Loss: 0.8253
Epoch 3/10... Discriminator Loss: 0.4899... Generator Loss: 2.6060 Epoch 3/10... Discriminator Loss: 2.1072... Generator Loss: 0.2617 Epoch 3/10... Discriminator Loss: 1.4700... Generator Loss: 1.6187 Epoch 3/10... Discriminator Loss: 1.5851... Generator Loss: 0.4276 Epoch 3/10... Discriminator Loss: 0.9725... Generator Loss: 1.0301 Epoch 3/10... Discriminator Loss: 0.9938... Generator Loss: 0.8660 Epoch 3/10... Discriminator Loss: 0.4467... Generator Loss: 3.1733 Epoch 3/10... Discriminator Loss: 0.8493... Generator Loss: 1.3115 Epoch 3/10... Discriminator Loss: 0.9034... Generator Loss: 1.2137 Epoch 3/10... Discriminator Loss: 0.8117... Generator Loss: 1.3605
Epoch 3/10... Discriminator Loss: 1.0864... Generator Loss: 0.7606 Epoch 3/10... Discriminator Loss: 1.0863... Generator Loss: 2.6713 Epoch 3/10... Discriminator Loss: 1.1516... Generator Loss: 0.8767 Epoch 3/10... Discriminator Loss: 0.9476... Generator Loss: 1.0759 Epoch 3/10... Discriminator Loss: 0.9366... Generator Loss: 1.0547 Epoch 3/10... Discriminator Loss: 0.7799... Generator Loss: 1.5820 Epoch 3/10... Discriminator Loss: 0.9280... Generator Loss: 0.9286 Epoch 3/10... Discriminator Loss: 1.0079... Generator Loss: 1.0215 Epoch 3/10... Discriminator Loss: 1.0078... Generator Loss: 0.8319 Epoch 3/10... Discriminator Loss: 0.9796... Generator Loss: 0.9184
Epoch 3/10... Discriminator Loss: 0.6454... Generator Loss: 1.6073 Epoch 3/10... Discriminator Loss: 1.3806... Generator Loss: 0.4941 Epoch 3/10... Discriminator Loss: 0.7462... Generator Loss: 1.3751 Epoch 3/10... Discriminator Loss: 0.9753... Generator Loss: 0.8690 Epoch 3/10... Discriminator Loss: 1.2580... Generator Loss: 1.9689 Epoch 3/10... Discriminator Loss: 0.8188... Generator Loss: 1.3739 Epoch 3/10... Discriminator Loss: 0.9150... Generator Loss: 1.1415 Epoch 3/10... Discriminator Loss: 0.9290... Generator Loss: 1.0137 Epoch 3/10... Discriminator Loss: 0.9756... Generator Loss: 0.9157 Epoch 3/10... Discriminator Loss: 0.7551... Generator Loss: 1.7218
Epoch 3/10... Discriminator Loss: 1.5218... Generator Loss: 0.4337 Epoch 3/10... Discriminator Loss: 1.5210... Generator Loss: 2.6125 Epoch 3/10... Discriminator Loss: 1.0019... Generator Loss: 1.0988 Epoch 3/10... Discriminator Loss: 1.0162... Generator Loss: 0.8723 Epoch 3/10... Discriminator Loss: 0.7629... Generator Loss: 1.6860 Epoch 3/10... Discriminator Loss: 0.9931... Generator Loss: 0.9133 Epoch 3/10... Discriminator Loss: 1.3766... Generator Loss: 0.5147 Epoch 3/10... Discriminator Loss: 1.3111... Generator Loss: 2.1809 Epoch 3/10... Discriminator Loss: 0.8601... Generator Loss: 1.2288 Epoch 3/10... Discriminator Loss: 0.7029... Generator Loss: 2.0509
Epoch 3/10... Discriminator Loss: 0.7579... Generator Loss: 1.6105 Epoch 3/10... Discriminator Loss: 0.6973... Generator Loss: 1.3818 Epoch 3/10... Discriminator Loss: 0.7836... Generator Loss: 1.5015 Epoch 3/10... Discriminator Loss: 0.9704... Generator Loss: 1.1457 Epoch 3/10... Discriminator Loss: 1.0851... Generator Loss: 0.8259 Epoch 3/10... Discriminator Loss: 1.1771... Generator Loss: 0.6837 Epoch 3/10... Discriminator Loss: 0.8922... Generator Loss: 1.3537 Epoch 3/10... Discriminator Loss: 0.7403... Generator Loss: 1.3431 Epoch 3/10... Discriminator Loss: 0.9312... Generator Loss: 0.9833 Epoch 3/10... Discriminator Loss: 0.8978... Generator Loss: 1.5516
Epoch 3/10... Discriminator Loss: 0.9164... Generator Loss: 1.1433 Epoch 3/10... Discriminator Loss: 0.9182... Generator Loss: 0.9904 Epoch 3/10... Discriminator Loss: 1.0099... Generator Loss: 0.8442 Epoch 3/10... Discriminator Loss: 0.9552... Generator Loss: 1.1896 Epoch 3/10... Discriminator Loss: 0.8653... Generator Loss: 1.0543 Epoch 3/10... Discriminator Loss: 0.9707... Generator Loss: 1.0156 Epoch 3/10... Discriminator Loss: 0.6973... Generator Loss: 1.4769 Epoch 3/10... Discriminator Loss: 0.9302... Generator Loss: 0.9572 Epoch 3/10... Discriminator Loss: 1.8086... Generator Loss: 0.3209 Epoch 3/10... Discriminator Loss: 2.0102... Generator Loss: 0.3174
Epoch 3/10... Discriminator Loss: 0.6496... Generator Loss: 1.9841 Epoch 3/10... Discriminator Loss: 1.0782... Generator Loss: 0.9546 Epoch 3/10... Discriminator Loss: 0.8391... Generator Loss: 1.4755 Epoch 3/10... Discriminator Loss: 0.8776... Generator Loss: 1.1872 Epoch 3/10... Discriminator Loss: 1.1321... Generator Loss: 0.7219 Epoch 3/10... Discriminator Loss: 1.1186... Generator Loss: 0.8206 Epoch 3/10... Discriminator Loss: 0.7636... Generator Loss: 1.3770 Epoch 3/10... Discriminator Loss: 0.6879... Generator Loss: 1.4512 Epoch 3/10... Discriminator Loss: 0.7886... Generator Loss: 1.3264 Epoch 3/10... Discriminator Loss: 0.4548... Generator Loss: 4.9819
Epoch 3/10... Discriminator Loss: 1.0109... Generator Loss: 0.9152 Epoch 3/10... Discriminator Loss: 1.1666... Generator Loss: 0.7030 Epoch 3/10... Discriminator Loss: 0.8602... Generator Loss: 1.0933 Epoch 3/10... Discriminator Loss: 0.9271... Generator Loss: 1.0728 Epoch 3/10... Discriminator Loss: 1.4810... Generator Loss: 0.4553 Epoch 3/10... Discriminator Loss: 1.3725... Generator Loss: 0.5090 Epoch 3/10... Discriminator Loss: 1.0294... Generator Loss: 1.4013 Epoch 3/10... Discriminator Loss: 0.9587... Generator Loss: 1.1249 Epoch 3/10... Discriminator Loss: 0.8550... Generator Loss: 1.1393 Epoch 3/10... Discriminator Loss: 0.9693... Generator Loss: 0.9143
Epoch 3/10... Discriminator Loss: 1.1698... Generator Loss: 0.6990 Epoch 3/10... Discriminator Loss: 1.2221... Generator Loss: 2.8068 Epoch 3/10... Discriminator Loss: 0.9734... Generator Loss: 0.9488 Epoch 3/10... Discriminator Loss: 1.0552... Generator Loss: 0.8146 Epoch 3/10... Discriminator Loss: 0.8512... Generator Loss: 1.6289 Epoch 3/10... Discriminator Loss: 0.8433... Generator Loss: 1.7474 Epoch 3/10... Discriminator Loss: 0.8328... Generator Loss: 1.8852 Epoch 3/10... Discriminator Loss: 8.0666... Generator Loss: 9.8222 Epoch 3/10... Discriminator Loss: 1.5502... Generator Loss: 0.4796 Epoch 3/10... Discriminator Loss: 0.7606... Generator Loss: 1.9233
Epoch 3/10... Discriminator Loss: 1.1231... Generator Loss: 0.9463 Epoch 3/10... Discriminator Loss: 0.9720... Generator Loss: 1.4136 Epoch 3/10... Discriminator Loss: 1.1636... Generator Loss: 0.8480 Epoch 3/10... Discriminator Loss: 0.9704... Generator Loss: 2.3649 Epoch 3/10... Discriminator Loss: 0.6969... Generator Loss: 1.8327 Epoch 3/10... Discriminator Loss: 0.6923... Generator Loss: 1.7859 Epoch 3/10... Discriminator Loss: 0.5245... Generator Loss: 2.0175 Epoch 3/10... Discriminator Loss: 0.9029... Generator Loss: 1.1893 Epoch 3/10... Discriminator Loss: 0.8322... Generator Loss: 1.1595 Epoch 3/10... Discriminator Loss: 0.7853... Generator Loss: 1.2374
Epoch 3/10... Discriminator Loss: 0.5980... Generator Loss: 1.8438 Epoch 3/10... Discriminator Loss: 1.3105... Generator Loss: 0.5257 Epoch 3/10... Discriminator Loss: 1.2445... Generator Loss: 0.6956 Epoch 3/10... Discriminator Loss: 0.8838... Generator Loss: 1.7577 Epoch 3/10... Discriminator Loss: 1.0086... Generator Loss: 0.8633 Epoch 3/10... Discriminator Loss: 0.8964... Generator Loss: 1.0050 Epoch 3/10... Discriminator Loss: 0.8398... Generator Loss: 1.2521 Epoch 3/10... Discriminator Loss: 0.8592... Generator Loss: 1.0578 Epoch 3/10... Discriminator Loss: 1.1160... Generator Loss: 2.7370 Epoch 3/10... Discriminator Loss: 1.1644... Generator Loss: 0.6750
Epoch 3/10... Discriminator Loss: 0.9804... Generator Loss: 0.9394 Epoch 3/10... Discriminator Loss: 0.8642... Generator Loss: 1.0931 Epoch 3/10... Discriminator Loss: 1.0657... Generator Loss: 0.8126 Epoch 3/10... Discriminator Loss: 0.7413... Generator Loss: 1.3300 Epoch 3/10... Discriminator Loss: 0.9857... Generator Loss: 0.9205 Epoch 3/10... Discriminator Loss: 0.9691... Generator Loss: 0.9211 Epoch 3/10... Discriminator Loss: 0.6935... Generator Loss: 2.3450 Epoch 3/10... Discriminator Loss: 0.8947... Generator Loss: 1.6150 Epoch 3/10... Discriminator Loss: 1.6839... Generator Loss: 0.3496 Epoch 3/10... Discriminator Loss: 0.7455... Generator Loss: 1.3993
Epoch 3/10... Discriminator Loss: 0.8670... Generator Loss: 1.9991 Epoch 3/10... Discriminator Loss: 0.9236... Generator Loss: 0.9601 Epoch 3/10... Discriminator Loss: 1.3016... Generator Loss: 0.5393 Epoch 3/10... Discriminator Loss: 1.1203... Generator Loss: 0.7558 Epoch 4/10... Discriminator Loss: 0.8613... Generator Loss: 1.0703 Epoch 4/10... Discriminator Loss: 0.8678... Generator Loss: 1.0452 Epoch 4/10... Discriminator Loss: 1.3133... Generator Loss: 2.0429 Epoch 4/10... Discriminator Loss: 0.7983... Generator Loss: 1.4178 Epoch 4/10... Discriminator Loss: 0.7833... Generator Loss: 1.2186 Epoch 4/10... Discriminator Loss: 1.6063... Generator Loss: 0.4238
Epoch 4/10... Discriminator Loss: 1.3262... Generator Loss: 0.6600 Epoch 4/10... Discriminator Loss: 1.1253... Generator Loss: 0.7589 Epoch 4/10... Discriminator Loss: 0.4116... Generator Loss: 4.7349 Epoch 4/10... Discriminator Loss: 0.7909... Generator Loss: 1.3029 Epoch 4/10... Discriminator Loss: 0.7052... Generator Loss: 1.3866 Epoch 4/10... Discriminator Loss: 0.7434... Generator Loss: 2.2931 Epoch 4/10... Discriminator Loss: 1.0132... Generator Loss: 0.8967 Epoch 4/10... Discriminator Loss: 1.0610... Generator Loss: 0.8469 Epoch 4/10... Discriminator Loss: 1.3843... Generator Loss: 0.5253 Epoch 4/10... Discriminator Loss: 1.3498... Generator Loss: 0.5306
Epoch 4/10... Discriminator Loss: 0.6924... Generator Loss: 1.5307 Epoch 4/10... Discriminator Loss: 0.9497... Generator Loss: 0.9604 Epoch 4/10... Discriminator Loss: 1.0728... Generator Loss: 0.7796 Epoch 4/10... Discriminator Loss: 1.3710... Generator Loss: 0.5046 Epoch 4/10... Discriminator Loss: 1.1250... Generator Loss: 0.7011 Epoch 4/10... Discriminator Loss: 1.5090... Generator Loss: 0.4741 Epoch 4/10... Discriminator Loss: 1.1547... Generator Loss: 0.7980 Epoch 4/10... Discriminator Loss: 0.9146... Generator Loss: 1.2457 Epoch 4/10... Discriminator Loss: 0.7962... Generator Loss: 1.2468 Epoch 4/10... Discriminator Loss: 1.2308... Generator Loss: 0.6611
Epoch 4/10... Discriminator Loss: 0.8470... Generator Loss: 1.2620 Epoch 4/10... Discriminator Loss: 2.7546... Generator Loss: 0.1340 Epoch 4/10... Discriminator Loss: 1.0477... Generator Loss: 0.8897 Epoch 4/10... Discriminator Loss: 0.9257... Generator Loss: 1.0539 Epoch 4/10... Discriminator Loss: 1.0713... Generator Loss: 0.7562 Epoch 4/10... Discriminator Loss: 0.9403... Generator Loss: 1.5057 Epoch 4/10... Discriminator Loss: 0.4151... Generator Loss: 3.9214 Epoch 4/10... Discriminator Loss: 0.9160... Generator Loss: 1.1207 Epoch 4/10... Discriminator Loss: 1.1895... Generator Loss: 0.6380 Epoch 4/10... Discriminator Loss: 0.8458... Generator Loss: 1.1077
Epoch 4/10... Discriminator Loss: 0.8436... Generator Loss: 1.1263 Epoch 4/10... Discriminator Loss: 1.0678... Generator Loss: 0.7558 Epoch 4/10... Discriminator Loss: 1.2863... Generator Loss: 0.5782 Epoch 4/10... Discriminator Loss: 0.9315... Generator Loss: 0.9423 Epoch 4/10... Discriminator Loss: 1.0292... Generator Loss: 0.8458 Epoch 4/10... Discriminator Loss: 1.0259... Generator Loss: 0.8614 Epoch 4/10... Discriminator Loss: 0.7839... Generator Loss: 1.3807 Epoch 4/10... Discriminator Loss: 0.5131... Generator Loss: 2.4367 Epoch 4/10... Discriminator Loss: 0.9975... Generator Loss: 2.0527 Epoch 4/10... Discriminator Loss: 0.8936... Generator Loss: 1.8616
Epoch 4/10... Discriminator Loss: 0.6108... Generator Loss: 2.8053 Epoch 4/10... Discriminator Loss: 0.6675... Generator Loss: 1.6637 Epoch 4/10... Discriminator Loss: 0.9994... Generator Loss: 0.8927 Epoch 4/10... Discriminator Loss: 1.3455... Generator Loss: 0.5249 Epoch 4/10... Discriminator Loss: 0.9328... Generator Loss: 1.0221 Epoch 4/10... Discriminator Loss: 0.8393... Generator Loss: 1.0846 Epoch 4/10... Discriminator Loss: 1.7283... Generator Loss: 0.4117 Epoch 4/10... Discriminator Loss: 1.2125... Generator Loss: 0.7321 Epoch 4/10... Discriminator Loss: 0.9804... Generator Loss: 0.8729 Epoch 4/10... Discriminator Loss: 1.0578... Generator Loss: 0.8702
Epoch 4/10... Discriminator Loss: 1.0803... Generator Loss: 0.7780 Epoch 4/10... Discriminator Loss: 1.0580... Generator Loss: 0.8376 Epoch 4/10... Discriminator Loss: 0.7114... Generator Loss: 1.3416 Epoch 4/10... Discriminator Loss: 1.6912... Generator Loss: 0.3669 Epoch 4/10... Discriminator Loss: 1.0556... Generator Loss: 0.7655 Epoch 4/10... Discriminator Loss: 2.0074... Generator Loss: 4.4093 Epoch 4/10... Discriminator Loss: 1.2223... Generator Loss: 0.7224 Epoch 4/10... Discriminator Loss: 0.8307... Generator Loss: 1.4061 Epoch 4/10... Discriminator Loss: 0.9453... Generator Loss: 1.3321 Epoch 4/10... Discriminator Loss: 0.9504... Generator Loss: 1.0115
Epoch 4/10... Discriminator Loss: 0.7921... Generator Loss: 1.2048 Epoch 4/10... Discriminator Loss: 1.1680... Generator Loss: 0.6544 Epoch 4/10... Discriminator Loss: 0.8650... Generator Loss: 1.0736 Epoch 4/10... Discriminator Loss: 0.8047... Generator Loss: 1.4857 Epoch 4/10... Discriminator Loss: 0.9722... Generator Loss: 0.9123 Epoch 4/10... Discriminator Loss: 1.5248... Generator Loss: 0.4520 Epoch 4/10... Discriminator Loss: 1.1788... Generator Loss: 0.6475 Epoch 4/10... Discriminator Loss: 1.0365... Generator Loss: 0.8199 Epoch 4/10... Discriminator Loss: 1.2133... Generator Loss: 0.6286 Epoch 4/10... Discriminator Loss: 1.0037... Generator Loss: 2.0478
Epoch 4/10... Discriminator Loss: 1.3133... Generator Loss: 0.5810 Epoch 4/10... Discriminator Loss: 0.9306... Generator Loss: 1.2193 Epoch 4/10... Discriminator Loss: 1.2416... Generator Loss: 0.6467 Epoch 4/10... Discriminator Loss: 1.3528... Generator Loss: 0.5142 Epoch 4/10... Discriminator Loss: 3.1535... Generator Loss: 0.1274 Epoch 4/10... Discriminator Loss: 1.1076... Generator Loss: 0.8415 Epoch 4/10... Discriminator Loss: 1.0563... Generator Loss: 0.8392 Epoch 4/10... Discriminator Loss: 1.1770... Generator Loss: 0.6805 Epoch 4/10... Discriminator Loss: 0.9378... Generator Loss: 1.0229 Epoch 4/10... Discriminator Loss: 1.0773... Generator Loss: 0.8113
Epoch 4/10... Discriminator Loss: 1.4576... Generator Loss: 0.4841 Epoch 4/10... Discriminator Loss: 1.2209... Generator Loss: 0.6244 Epoch 4/10... Discriminator Loss: 1.0177... Generator Loss: 0.8908 Epoch 4/10... Discriminator Loss: 0.8764... Generator Loss: 1.8714 Epoch 4/10... Discriminator Loss: 1.0366... Generator Loss: 0.8392 Epoch 4/10... Discriminator Loss: 0.8641... Generator Loss: 1.0563 Epoch 4/10... Discriminator Loss: 0.9673... Generator Loss: 0.9339 Epoch 4/10... Discriminator Loss: 0.8222... Generator Loss: 1.3152 Epoch 4/10... Discriminator Loss: 0.9093... Generator Loss: 1.0684 Epoch 4/10... Discriminator Loss: 0.9641... Generator Loss: 1.2317
Epoch 4/10... Discriminator Loss: 0.8504... Generator Loss: 1.2728 Epoch 4/10... Discriminator Loss: 0.9558... Generator Loss: 0.9326 Epoch 4/10... Discriminator Loss: 3.7084... Generator Loss: 0.0711 Epoch 4/10... Discriminator Loss: 1.3584... Generator Loss: 0.6519 Epoch 4/10... Discriminator Loss: 1.0883... Generator Loss: 0.8149 Epoch 4/10... Discriminator Loss: 1.0390... Generator Loss: 0.8836 Epoch 4/10... Discriminator Loss: 0.8241... Generator Loss: 1.2673 Epoch 4/10... Discriminator Loss: 0.8904... Generator Loss: 1.0849 Epoch 4/10... Discriminator Loss: 0.4252... Generator Loss: 4.3717 Epoch 4/10... Discriminator Loss: 1.2239... Generator Loss: 0.6299
Epoch 4/10... Discriminator Loss: 1.0600... Generator Loss: 0.9790 Epoch 4/10... Discriminator Loss: 0.9110... Generator Loss: 1.1385 Epoch 4/10... Discriminator Loss: 1.2067... Generator Loss: 0.6547 Epoch 4/10... Discriminator Loss: 0.9085... Generator Loss: 1.0985 Epoch 4/10... Discriminator Loss: 1.1412... Generator Loss: 0.7061 Epoch 4/10... Discriminator Loss: 0.9529... Generator Loss: 1.8355 Epoch 4/10... Discriminator Loss: 1.6412... Generator Loss: 0.3913 Epoch 4/10... Discriminator Loss: 1.0752... Generator Loss: 0.8465 Epoch 4/10... Discriminator Loss: 1.0391... Generator Loss: 0.9974 Epoch 4/10... Discriminator Loss: 1.0152... Generator Loss: 0.9116
Epoch 4/10... Discriminator Loss: 1.0234... Generator Loss: 1.1139 Epoch 4/10... Discriminator Loss: 0.8878... Generator Loss: 1.0769 Epoch 4/10... Discriminator Loss: 0.9687... Generator Loss: 0.9362 Epoch 4/10... Discriminator Loss: 1.2484... Generator Loss: 0.5950 Epoch 4/10... Discriminator Loss: 1.2535... Generator Loss: 0.6427 Epoch 4/10... Discriminator Loss: 1.5279... Generator Loss: 0.4245 Epoch 4/10... Discriminator Loss: 1.3669... Generator Loss: 0.5791 Epoch 4/10... Discriminator Loss: 1.1488... Generator Loss: 0.6749 Epoch 4/10... Discriminator Loss: 0.8705... Generator Loss: 1.1046 Epoch 4/10... Discriminator Loss: 0.9390... Generator Loss: 2.4998
Epoch 4/10... Discriminator Loss: 2.0608... Generator Loss: 3.2566 Epoch 4/10... Discriminator Loss: 1.2937... Generator Loss: 0.5769 Epoch 4/10... Discriminator Loss: 0.8283... Generator Loss: 2.4310 Epoch 4/10... Discriminator Loss: 1.2894... Generator Loss: 0.5678 Epoch 4/10... Discriminator Loss: 0.6463... Generator Loss: 1.6621 Epoch 4/10... Discriminator Loss: 0.9050... Generator Loss: 1.0918 Epoch 4/10... Discriminator Loss: 0.8954... Generator Loss: 1.0448 Epoch 4/10... Discriminator Loss: 1.3258... Generator Loss: 0.5246 Epoch 4/10... Discriminator Loss: 1.1334... Generator Loss: 0.6806 Epoch 4/10... Discriminator Loss: 1.0318... Generator Loss: 0.8404
Epoch 4/10... Discriminator Loss: 1.0323... Generator Loss: 0.8240 Epoch 4/10... Discriminator Loss: 1.0314... Generator Loss: 0.8640 Epoch 4/10... Discriminator Loss: 1.2068... Generator Loss: 0.6537 Epoch 4/10... Discriminator Loss: 0.7821... Generator Loss: 1.4795 Epoch 4/10... Discriminator Loss: 1.4983... Generator Loss: 0.4859 Epoch 4/10... Discriminator Loss: 0.9742... Generator Loss: 1.3320 Epoch 4/10... Discriminator Loss: 1.1086... Generator Loss: 0.7714 Epoch 4/10... Discriminator Loss: 0.9415... Generator Loss: 1.0026 Epoch 4/10... Discriminator Loss: 0.8498... Generator Loss: 1.3656 Epoch 4/10... Discriminator Loss: 1.5036... Generator Loss: 0.4861
Epoch 4/10... Discriminator Loss: 1.2477... Generator Loss: 0.6359 Epoch 4/10... Discriminator Loss: 0.7837... Generator Loss: 1.4080 Epoch 4/10... Discriminator Loss: 1.2026... Generator Loss: 0.6609 Epoch 4/10... Discriminator Loss: 0.7559... Generator Loss: 1.3121 Epoch 4/10... Discriminator Loss: 0.8516... Generator Loss: 1.2114 Epoch 4/10... Discriminator Loss: 0.9841... Generator Loss: 0.9059 Epoch 4/10... Discriminator Loss: 0.8422... Generator Loss: 1.2038 Epoch 4/10... Discriminator Loss: 0.9319... Generator Loss: 0.9834 Epoch 4/10... Discriminator Loss: 0.7874... Generator Loss: 1.2842 Epoch 4/10... Discriminator Loss: 1.0540... Generator Loss: 0.8712
Epoch 4/10... Discriminator Loss: 1.2422... Generator Loss: 0.6028 Epoch 4/10... Discriminator Loss: 0.7167... Generator Loss: 1.4416 Epoch 5/10... Discriminator Loss: 1.5562... Generator Loss: 0.4233 Epoch 5/10... Discriminator Loss: 1.0241... Generator Loss: 0.8568 Epoch 5/10... Discriminator Loss: 1.0968... Generator Loss: 0.7923 Epoch 5/10... Discriminator Loss: 0.7812... Generator Loss: 1.1632 Epoch 5/10... Discriminator Loss: 0.9921... Generator Loss: 0.8596 Epoch 5/10... Discriminator Loss: 2.4324... Generator Loss: 0.1789 Epoch 5/10... Discriminator Loss: 1.0856... Generator Loss: 1.3726 Epoch 5/10... Discriminator Loss: 1.0616... Generator Loss: 0.7956
Epoch 5/10... Discriminator Loss: 0.7027... Generator Loss: 1.5344 Epoch 5/10... Discriminator Loss: 0.5283... Generator Loss: 2.2800 Epoch 5/10... Discriminator Loss: 1.0495... Generator Loss: 0.8090 Epoch 5/10... Discriminator Loss: 0.7657... Generator Loss: 2.0800 Epoch 5/10... Discriminator Loss: 0.7927... Generator Loss: 1.3268 Epoch 5/10... Discriminator Loss: 0.9103... Generator Loss: 1.0127 Epoch 5/10... Discriminator Loss: 0.7371... Generator Loss: 1.4475 Epoch 5/10... Discriminator Loss: 1.5507... Generator Loss: 0.4233 Epoch 5/10... Discriminator Loss: 0.8634... Generator Loss: 1.1237 Epoch 5/10... Discriminator Loss: 0.7739... Generator Loss: 1.3413
Epoch 5/10... Discriminator Loss: 0.5375... Generator Loss: 2.0639 Epoch 5/10... Discriminator Loss: 1.1214... Generator Loss: 0.7210 Epoch 5/10... Discriminator Loss: 0.5831... Generator Loss: 2.1550 Epoch 5/10... Discriminator Loss: 1.0706... Generator Loss: 0.7905 Epoch 5/10... Discriminator Loss: 1.8437... Generator Loss: 0.3397 Epoch 5/10... Discriminator Loss: 1.0420... Generator Loss: 0.8288 Epoch 5/10... Discriminator Loss: 0.8263... Generator Loss: 1.0956 Epoch 5/10... Discriminator Loss: 1.2695... Generator Loss: 0.5956 Epoch 5/10... Discriminator Loss: 0.7989... Generator Loss: 1.2355 Epoch 5/10... Discriminator Loss: 0.9634... Generator Loss: 0.8828
Epoch 5/10... Discriminator Loss: 2.0558... Generator Loss: 0.2597 Epoch 5/10... Discriminator Loss: 1.6517... Generator Loss: 2.8814 Epoch 5/10... Discriminator Loss: 0.9732... Generator Loss: 1.6361 Epoch 5/10... Discriminator Loss: 0.9378... Generator Loss: 1.2299 Epoch 5/10... Discriminator Loss: 0.7675... Generator Loss: 1.4963 Epoch 5/10... Discriminator Loss: 1.1284... Generator Loss: 1.6161 Epoch 5/10... Discriminator Loss: 1.0064... Generator Loss: 0.9137 Epoch 5/10... Discriminator Loss: 0.5729... Generator Loss: 1.9014 Epoch 5/10... Discriminator Loss: 1.0205... Generator Loss: 0.8375 Epoch 5/10... Discriminator Loss: 0.7758... Generator Loss: 1.5792
Epoch 5/10... Discriminator Loss: 0.9154... Generator Loss: 1.3557 Epoch 5/10... Discriminator Loss: 1.1200... Generator Loss: 0.7171 Epoch 5/10... Discriminator Loss: 1.4335... Generator Loss: 0.4808 Epoch 5/10... Discriminator Loss: 1.2414... Generator Loss: 0.6235 Epoch 5/10... Discriminator Loss: 0.5489... Generator Loss: 1.9723 Epoch 5/10... Discriminator Loss: 1.3429... Generator Loss: 0.5328 Epoch 5/10... Discriminator Loss: 0.7314... Generator Loss: 2.6119 Epoch 5/10... Discriminator Loss: 1.9788... Generator Loss: 0.2915 Epoch 5/10... Discriminator Loss: 0.9189... Generator Loss: 2.1122 Epoch 5/10... Discriminator Loss: 1.0323... Generator Loss: 0.8234
Epoch 5/10... Discriminator Loss: 0.8377... Generator Loss: 1.1297 Epoch 5/10... Discriminator Loss: 1.0750... Generator Loss: 0.7655 Epoch 5/10... Discriminator Loss: 0.3937... Generator Loss: 3.6841 Epoch 5/10... Discriminator Loss: 0.7747... Generator Loss: 1.4820 Epoch 5/10... Discriminator Loss: 0.7691... Generator Loss: 1.3501 Epoch 5/10... Discriminator Loss: 0.9419... Generator Loss: 0.9705 Epoch 5/10... Discriminator Loss: 0.8620... Generator Loss: 1.2561 Epoch 5/10... Discriminator Loss: 1.4836... Generator Loss: 0.4430 Epoch 5/10... Discriminator Loss: 2.2215... Generator Loss: 0.2195 Epoch 5/10... Discriminator Loss: 1.5882... Generator Loss: 3.3664
Epoch 5/10... Discriminator Loss: 1.2122... Generator Loss: 0.6944 Epoch 5/10... Discriminator Loss: 0.8629... Generator Loss: 1.2054 Epoch 5/10... Discriminator Loss: 1.0654... Generator Loss: 0.8171 Epoch 5/10... Discriminator Loss: 0.9313... Generator Loss: 1.0064 Epoch 5/10... Discriminator Loss: 1.0506... Generator Loss: 1.0086 Epoch 5/10... Discriminator Loss: 0.8519... Generator Loss: 1.0972 Epoch 5/10... Discriminator Loss: 1.0420... Generator Loss: 0.8174 Epoch 5/10... Discriminator Loss: 1.0160... Generator Loss: 0.9070 Epoch 5/10... Discriminator Loss: 0.8025... Generator Loss: 1.2068 Epoch 5/10... Discriminator Loss: 0.9552... Generator Loss: 2.3324
Epoch 5/10... Discriminator Loss: 1.2561... Generator Loss: 0.5985 Epoch 5/10... Discriminator Loss: 0.9231... Generator Loss: 1.0366 Epoch 5/10... Discriminator Loss: 1.0076... Generator Loss: 0.8420 Epoch 5/10... Discriminator Loss: 1.1247... Generator Loss: 0.7514 Epoch 5/10... Discriminator Loss: 1.0787... Generator Loss: 0.7925 Epoch 5/10... Discriminator Loss: 1.0173... Generator Loss: 0.9052 Epoch 5/10... Discriminator Loss: 2.4308... Generator Loss: 3.9238 Epoch 5/10... Discriminator Loss: 1.2284... Generator Loss: 0.6712 Epoch 5/10... Discriminator Loss: 1.0977... Generator Loss: 0.7675 Epoch 5/10... Discriminator Loss: 0.8335... Generator Loss: 1.2635
Epoch 5/10... Discriminator Loss: 1.4790... Generator Loss: 0.4404 Epoch 5/10... Discriminator Loss: 0.8665... Generator Loss: 1.0704 Epoch 5/10... Discriminator Loss: 0.9716... Generator Loss: 0.9176 Epoch 5/10... Discriminator Loss: 1.1190... Generator Loss: 0.7036 Epoch 5/10... Discriminator Loss: 0.7386... Generator Loss: 1.4397 Epoch 5/10... Discriminator Loss: 0.8773... Generator Loss: 1.2108 Epoch 5/10... Discriminator Loss: 1.4877... Generator Loss: 0.4268 Epoch 5/10... Discriminator Loss: 1.1644... Generator Loss: 0.6675 Epoch 5/10... Discriminator Loss: 0.8975... Generator Loss: 1.2609 Epoch 5/10... Discriminator Loss: 0.8346... Generator Loss: 1.3367
Epoch 5/10... Discriminator Loss: 0.8961... Generator Loss: 1.2246 Epoch 5/10... Discriminator Loss: 0.8685... Generator Loss: 1.0976 Epoch 5/10... Discriminator Loss: 0.9023... Generator Loss: 1.0991 Epoch 5/10... Discriminator Loss: 0.9444... Generator Loss: 0.9378 Epoch 5/10... Discriminator Loss: 0.8772... Generator Loss: 1.2343 Epoch 5/10... Discriminator Loss: 1.3530... Generator Loss: 0.5855 Epoch 5/10... Discriminator Loss: 1.9202... Generator Loss: 0.2944 Epoch 5/10... Discriminator Loss: 1.3045... Generator Loss: 0.7552 Epoch 5/10... Discriminator Loss: 0.9653... Generator Loss: 1.5508 Epoch 5/10... Discriminator Loss: 0.9663... Generator Loss: 0.9865
Epoch 5/10... Discriminator Loss: 0.9748... Generator Loss: 0.9300 Epoch 5/10... Discriminator Loss: 0.8768... Generator Loss: 1.8920 Epoch 5/10... Discriminator Loss: 1.1781... Generator Loss: 0.6558 Epoch 5/10... Discriminator Loss: 0.8278... Generator Loss: 1.1243 Epoch 5/10... Discriminator Loss: 1.0402... Generator Loss: 0.8103 Epoch 5/10... Discriminator Loss: 1.4182... Generator Loss: 0.4827 Epoch 5/10... Discriminator Loss: 0.9568... Generator Loss: 0.9475 Epoch 5/10... Discriminator Loss: 0.9249... Generator Loss: 1.4668 Epoch 5/10... Discriminator Loss: 1.2659... Generator Loss: 0.5897 Epoch 5/10... Discriminator Loss: 0.9435... Generator Loss: 1.5661
Epoch 5/10... Discriminator Loss: 1.8484... Generator Loss: 3.2844 Epoch 5/10... Discriminator Loss: 1.4663... Generator Loss: 0.5006 Epoch 5/10... Discriminator Loss: 0.9209... Generator Loss: 1.1263 Epoch 5/10... Discriminator Loss: 0.9146... Generator Loss: 1.3592 Epoch 5/10... Discriminator Loss: 1.0994... Generator Loss: 0.8150 Epoch 5/10... Discriminator Loss: 0.7694... Generator Loss: 1.2594 Epoch 5/10... Discriminator Loss: 0.9886... Generator Loss: 0.8851 Epoch 5/10... Discriminator Loss: 1.4785... Generator Loss: 0.4723 Epoch 5/10... Discriminator Loss: 0.8919... Generator Loss: 1.5923 Epoch 5/10... Discriminator Loss: 0.8779... Generator Loss: 1.1005
Epoch 5/10... Discriminator Loss: 1.1041... Generator Loss: 0.7370 Epoch 5/10... Discriminator Loss: 1.1100... Generator Loss: 0.7215 Epoch 5/10... Discriminator Loss: 1.5966... Generator Loss: 0.3931 Epoch 5/10... Discriminator Loss: 0.8975... Generator Loss: 1.0356 Epoch 5/10... Discriminator Loss: 0.8044... Generator Loss: 1.5443 Epoch 5/10... Discriminator Loss: 1.2896... Generator Loss: 0.5527 Epoch 5/10... Discriminator Loss: 0.9244... Generator Loss: 1.0119 Epoch 5/10... Discriminator Loss: 0.9985... Generator Loss: 0.8993 Epoch 5/10... Discriminator Loss: 3.2248... Generator Loss: 0.0952 Epoch 5/10... Discriminator Loss: 1.2332... Generator Loss: 0.6519
Epoch 5/10... Discriminator Loss: 1.1484... Generator Loss: 0.7481 Epoch 5/10... Discriminator Loss: 1.1083... Generator Loss: 0.7407 Epoch 5/10... Discriminator Loss: 1.0893... Generator Loss: 0.7899 Epoch 5/10... Discriminator Loss: 0.8388... Generator Loss: 1.1688 Epoch 5/10... Discriminator Loss: 1.0540... Generator Loss: 0.8224 Epoch 5/10... Discriminator Loss: 0.9455... Generator Loss: 1.1554 Epoch 5/10... Discriminator Loss: 0.6385... Generator Loss: 1.6515 Epoch 5/10... Discriminator Loss: 0.9276... Generator Loss: 1.0986 Epoch 5/10... Discriminator Loss: 0.8289... Generator Loss: 1.1866 Epoch 5/10... Discriminator Loss: 1.3530... Generator Loss: 0.5557
Epoch 5/10... Discriminator Loss: 0.9104... Generator Loss: 1.0164 Epoch 5/10... Discriminator Loss: 1.2045... Generator Loss: 0.6387 Epoch 5/10... Discriminator Loss: 1.6521... Generator Loss: 0.3736 Epoch 5/10... Discriminator Loss: 2.7372... Generator Loss: 3.5417 Epoch 5/10... Discriminator Loss: 1.0020... Generator Loss: 0.9116 Epoch 5/10... Discriminator Loss: 1.0616... Generator Loss: 0.8169 Epoch 5/10... Discriminator Loss: 1.4375... Generator Loss: 0.4908 Epoch 5/10... Discriminator Loss: 1.3197... Generator Loss: 0.5670 Epoch 5/10... Discriminator Loss: 0.7242... Generator Loss: 1.6728 Epoch 5/10... Discriminator Loss: 1.0395... Generator Loss: 0.7874
Epoch 5/10... Discriminator Loss: 1.1092... Generator Loss: 0.7361 Epoch 5/10... Discriminator Loss: 1.2737... Generator Loss: 0.6031 Epoch 5/10... Discriminator Loss: 0.8309... Generator Loss: 1.7554 Epoch 5/10... Discriminator Loss: 1.0404... Generator Loss: 2.4748 Epoch 5/10... Discriminator Loss: 1.0419... Generator Loss: 0.8461 Epoch 5/10... Discriminator Loss: 1.1594... Generator Loss: 0.6864 Epoch 5/10... Discriminator Loss: 1.2262... Generator Loss: 0.6348 Epoch 5/10... Discriminator Loss: 0.7719... Generator Loss: 1.2891 Epoch 5/10... Discriminator Loss: 1.7730... Generator Loss: 0.3788 Epoch 5/10... Discriminator Loss: 0.9838... Generator Loss: 1.0043
Epoch 5/10... Discriminator Loss: 2.4951... Generator Loss: 0.1981 Epoch 6/10... Discriminator Loss: 1.0468... Generator Loss: 0.9241 Epoch 6/10... Discriminator Loss: 1.0664... Generator Loss: 1.0406 Epoch 6/10... Discriminator Loss: 0.8175... Generator Loss: 1.4537 Epoch 6/10... Discriminator Loss: 0.8726... Generator Loss: 1.1336 Epoch 6/10... Discriminator Loss: 1.5941... Generator Loss: 0.4083 Epoch 6/10... Discriminator Loss: 0.8639... Generator Loss: 1.1527 Epoch 6/10... Discriminator Loss: 1.3360... Generator Loss: 0.5401 Epoch 6/10... Discriminator Loss: 0.9334... Generator Loss: 1.2803 Epoch 6/10... Discriminator Loss: 0.9775... Generator Loss: 0.9114
Epoch 6/10... Discriminator Loss: 1.5165... Generator Loss: 0.4332 Epoch 6/10... Discriminator Loss: 1.1310... Generator Loss: 0.7329 Epoch 6/10... Discriminator Loss: 1.3929... Generator Loss: 0.5015 Epoch 6/10... Discriminator Loss: 0.8562... Generator Loss: 1.0701 Epoch 6/10... Discriminator Loss: 0.8741... Generator Loss: 1.6973 Epoch 6/10... Discriminator Loss: 0.8890... Generator Loss: 1.0411 Epoch 6/10... Discriminator Loss: 1.0244... Generator Loss: 0.9479 Epoch 6/10... Discriminator Loss: 0.7371... Generator Loss: 1.3807 Epoch 6/10... Discriminator Loss: 0.9118... Generator Loss: 1.0803 Epoch 6/10... Discriminator Loss: 3.3661... Generator Loss: 4.5689
Epoch 6/10... Discriminator Loss: 1.6667... Generator Loss: 0.3925 Epoch 6/10... Discriminator Loss: 1.0096... Generator Loss: 1.2710 Epoch 6/10... Discriminator Loss: 1.6566... Generator Loss: 0.3722 Epoch 6/10... Discriminator Loss: 1.2056... Generator Loss: 0.6515 Epoch 6/10... Discriminator Loss: 1.2207... Generator Loss: 0.6395 Epoch 6/10... Discriminator Loss: 1.0467... Generator Loss: 0.8258 Epoch 6/10... Discriminator Loss: 1.1118... Generator Loss: 0.7232 Epoch 6/10... Discriminator Loss: 0.9368... Generator Loss: 1.0685 Epoch 6/10... Discriminator Loss: 1.0185... Generator Loss: 0.8253 Epoch 6/10... Discriminator Loss: 0.9585... Generator Loss: 0.9296
Epoch 6/10... Discriminator Loss: 1.1155... Generator Loss: 0.7140 Epoch 6/10... Discriminator Loss: 0.9021... Generator Loss: 1.1064 Epoch 6/10... Discriminator Loss: 0.9796... Generator Loss: 0.9054 Epoch 6/10... Discriminator Loss: 1.5024... Generator Loss: 0.4572 Epoch 6/10... Discriminator Loss: 0.8710... Generator Loss: 1.5407 Epoch 6/10... Discriminator Loss: 1.6796... Generator Loss: 0.3705 Epoch 6/10... Discriminator Loss: 1.4759... Generator Loss: 0.5516 Epoch 6/10... Discriminator Loss: 0.9719... Generator Loss: 1.2664 Epoch 6/10... Discriminator Loss: 1.0116... Generator Loss: 0.8908 Epoch 6/10... Discriminator Loss: 0.9774... Generator Loss: 1.0326
Epoch 6/10... Discriminator Loss: 0.9148... Generator Loss: 1.0279 Epoch 6/10... Discriminator Loss: 0.9570... Generator Loss: 0.9489 Epoch 6/10... Discriminator Loss: 1.3445... Generator Loss: 0.5493 Epoch 6/10... Discriminator Loss: 0.9390... Generator Loss: 1.0974 Epoch 6/10... Discriminator Loss: 0.7250... Generator Loss: 1.4478 Epoch 6/10... Discriminator Loss: 0.8995... Generator Loss: 1.2697 Epoch 6/10... Discriminator Loss: 1.0018... Generator Loss: 0.8708 Epoch 6/10... Discriminator Loss: 0.9868... Generator Loss: 0.8487 Epoch 6/10... Discriminator Loss: 1.2553... Generator Loss: 0.5997 Epoch 6/10... Discriminator Loss: 1.6945... Generator Loss: 0.3755
Epoch 6/10... Discriminator Loss: 0.9226... Generator Loss: 1.5353 Epoch 6/10... Discriminator Loss: 0.9205... Generator Loss: 1.1418 Epoch 6/10... Discriminator Loss: 0.9102... Generator Loss: 0.9915 Epoch 6/10... Discriminator Loss: 0.9068... Generator Loss: 1.2708 Epoch 6/10... Discriminator Loss: 0.9251... Generator Loss: 1.0131 Epoch 6/10... Discriminator Loss: 0.7825... Generator Loss: 1.5336 Epoch 6/10... Discriminator Loss: 1.1323... Generator Loss: 0.7580 Epoch 6/10... Discriminator Loss: 0.7751... Generator Loss: 1.4097 Epoch 6/10... Discriminator Loss: 1.3376... Generator Loss: 0.6011 Epoch 6/10... Discriminator Loss: 1.0064... Generator Loss: 0.9760
Epoch 6/10... Discriminator Loss: 1.5209... Generator Loss: 0.4510 Epoch 6/10... Discriminator Loss: 0.8078... Generator Loss: 1.3833 Epoch 6/10... Discriminator Loss: 0.5515... Generator Loss: 2.1900 Epoch 6/10... Discriminator Loss: 1.0168... Generator Loss: 0.8608 Epoch 6/10... Discriminator Loss: 1.1708... Generator Loss: 0.6935 Epoch 6/10... Discriminator Loss: 0.8911... Generator Loss: 1.2062 Epoch 6/10... Discriminator Loss: 0.9322... Generator Loss: 1.0552 Epoch 6/10... Discriminator Loss: 0.8793... Generator Loss: 1.6982 Epoch 6/10... Discriminator Loss: 1.2740... Generator Loss: 0.6166 Epoch 6/10... Discriminator Loss: 1.1947... Generator Loss: 0.6877
Epoch 6/10... Discriminator Loss: 0.9191... Generator Loss: 1.2204 Epoch 6/10... Discriminator Loss: 1.3954... Generator Loss: 0.5038 Epoch 6/10... Discriminator Loss: 0.8603... Generator Loss: 1.0764 Epoch 6/10... Discriminator Loss: 0.6972... Generator Loss: 1.5379 Epoch 6/10... Discriminator Loss: 1.1061... Generator Loss: 0.7313 Epoch 6/10... Discriminator Loss: 1.3820... Generator Loss: 0.5272 Epoch 6/10... Discriminator Loss: 1.2609... Generator Loss: 0.6735 Epoch 6/10... Discriminator Loss: 1.1457... Generator Loss: 0.7385 Epoch 6/10... Discriminator Loss: 1.3911... Generator Loss: 2.6709 Epoch 6/10... Discriminator Loss: 1.4237... Generator Loss: 0.5009
Epoch 6/10... Discriminator Loss: 1.0251... Generator Loss: 0.8776 Epoch 6/10... Discriminator Loss: 1.3282... Generator Loss: 0.5776 Epoch 6/10... Discriminator Loss: 0.9111... Generator Loss: 0.9937 Epoch 6/10... Discriminator Loss: 0.9191... Generator Loss: 0.9818 Epoch 6/10... Discriminator Loss: 1.2630... Generator Loss: 0.6126 Epoch 6/10... Discriminator Loss: 1.0164... Generator Loss: 0.8570 Epoch 6/10... Discriminator Loss: 0.7458... Generator Loss: 1.4432 Epoch 6/10... Discriminator Loss: 0.8700... Generator Loss: 1.0503 Epoch 6/10... Discriminator Loss: 0.7369... Generator Loss: 1.9062 Epoch 6/10... Discriminator Loss: 1.1765... Generator Loss: 0.6660
Epoch 6/10... Discriminator Loss: 0.7990... Generator Loss: 1.6418 Epoch 6/10... Discriminator Loss: 1.3682... Generator Loss: 0.5206 Epoch 6/10... Discriminator Loss: 0.9771... Generator Loss: 0.9010 Epoch 6/10... Discriminator Loss: 1.0653... Generator Loss: 0.7822 Epoch 6/10... Discriminator Loss: 0.9247... Generator Loss: 0.9691 Epoch 6/10... Discriminator Loss: 2.8554... Generator Loss: 3.8379 Epoch 6/10... Discriminator Loss: 0.7787... Generator Loss: 1.8994 Epoch 6/10... Discriminator Loss: 0.9766... Generator Loss: 1.2730 Epoch 6/10... Discriminator Loss: 1.1680... Generator Loss: 0.6729 Epoch 6/10... Discriminator Loss: 0.8243... Generator Loss: 1.2521
Epoch 6/10... Discriminator Loss: 1.0487... Generator Loss: 0.7853 Epoch 6/10... Discriminator Loss: 0.6868... Generator Loss: 1.9401 Epoch 6/10... Discriminator Loss: 1.3752... Generator Loss: 0.5450 Epoch 6/10... Discriminator Loss: 0.8822... Generator Loss: 1.0500 Epoch 6/10... Discriminator Loss: 1.1793... Generator Loss: 0.6842 Epoch 6/10... Discriminator Loss: 0.8942... Generator Loss: 1.0728 Epoch 6/10... Discriminator Loss: 0.9631... Generator Loss: 0.9548 Epoch 6/10... Discriminator Loss: 0.8529... Generator Loss: 1.0954 Epoch 6/10... Discriminator Loss: 0.9498... Generator Loss: 1.0082 Epoch 6/10... Discriminator Loss: 0.8690... Generator Loss: 1.0483
Epoch 6/10... Discriminator Loss: 0.9984... Generator Loss: 1.0506 Epoch 6/10... Discriminator Loss: 0.7775... Generator Loss: 1.3491 Epoch 6/10... Discriminator Loss: 1.4712... Generator Loss: 0.4877 Epoch 6/10... Discriminator Loss: 2.1563... Generator Loss: 0.2931 Epoch 6/10... Discriminator Loss: 1.7489... Generator Loss: 0.3621 Epoch 6/10... Discriminator Loss: 2.0218... Generator Loss: 0.3379 Epoch 6/10... Discriminator Loss: 0.9814... Generator Loss: 1.1056 Epoch 6/10... Discriminator Loss: 1.1597... Generator Loss: 0.7323 Epoch 6/10... Discriminator Loss: 0.9936... Generator Loss: 0.8779 Epoch 6/10... Discriminator Loss: 0.5152... Generator Loss: 2.4223
Epoch 6/10... Discriminator Loss: 0.9563... Generator Loss: 0.9071 Epoch 6/10... Discriminator Loss: 1.3003... Generator Loss: 0.5932 Epoch 6/10... Discriminator Loss: 0.8960... Generator Loss: 1.0324 Epoch 6/10... Discriminator Loss: 1.0429... Generator Loss: 0.8805 Epoch 6/10... Discriminator Loss: 0.8569... Generator Loss: 1.2163 Epoch 6/10... Discriminator Loss: 1.2626... Generator Loss: 0.6198 Epoch 6/10... Discriminator Loss: 1.1288... Generator Loss: 0.7178 Epoch 6/10... Discriminator Loss: 0.9974... Generator Loss: 2.1063 Epoch 6/10... Discriminator Loss: 1.2291... Generator Loss: 0.6492 Epoch 6/10... Discriminator Loss: 0.9134... Generator Loss: 1.0049
Epoch 6/10... Discriminator Loss: 1.0485... Generator Loss: 0.8061 Epoch 6/10... Discriminator Loss: 0.7998... Generator Loss: 1.5253 Epoch 6/10... Discriminator Loss: 0.8901... Generator Loss: 1.5053 Epoch 6/10... Discriminator Loss: 1.0769... Generator Loss: 0.8748 Epoch 6/10... Discriminator Loss: 1.2665... Generator Loss: 0.5991 Epoch 6/10... Discriminator Loss: 0.7780... Generator Loss: 1.3476 Epoch 6/10... Discriminator Loss: 0.9440... Generator Loss: 0.9629 Epoch 6/10... Discriminator Loss: 1.1481... Generator Loss: 0.7138 Epoch 6/10... Discriminator Loss: 1.7663... Generator Loss: 0.3332 Epoch 6/10... Discriminator Loss: 1.0149... Generator Loss: 1.0892
Epoch 6/10... Discriminator Loss: 0.9651... Generator Loss: 0.9323 Epoch 6/10... Discriminator Loss: 0.9616... Generator Loss: 0.9702 Epoch 6/10... Discriminator Loss: 0.7847... Generator Loss: 1.2985 Epoch 6/10... Discriminator Loss: 1.0578... Generator Loss: 0.7550 Epoch 6/10... Discriminator Loss: 1.5245... Generator Loss: 0.4633 Epoch 6/10... Discriminator Loss: 1.3873... Generator Loss: 0.5200 Epoch 6/10... Discriminator Loss: 1.0303... Generator Loss: 0.8247 Epoch 6/10... Discriminator Loss: 1.0304... Generator Loss: 0.8216 Epoch 6/10... Discriminator Loss: 1.0341... Generator Loss: 0.8395 Epoch 6/10... Discriminator Loss: 1.2099... Generator Loss: 0.6230
Epoch 6/10... Discriminator Loss: 1.6091... Generator Loss: 0.4143 Epoch 6/10... Discriminator Loss: 1.1808... Generator Loss: 0.7166 Epoch 6/10... Discriminator Loss: 2.2656... Generator Loss: 3.6020 Epoch 6/10... Discriminator Loss: 1.4368... Generator Loss: 0.7493 Epoch 6/10... Discriminator Loss: 0.9504... Generator Loss: 1.4112 Epoch 6/10... Discriminator Loss: 1.4991... Generator Loss: 0.4987 Epoch 6/10... Discriminator Loss: 1.2621... Generator Loss: 0.6674 Epoch 6/10... Discriminator Loss: 1.1098... Generator Loss: 0.7788 Epoch 6/10... Discriminator Loss: 0.9710... Generator Loss: 0.9768 Epoch 7/10... Discriminator Loss: 0.8649... Generator Loss: 1.0921
Epoch 7/10... Discriminator Loss: 1.0432... Generator Loss: 0.8002 Epoch 7/10... Discriminator Loss: 1.0467... Generator Loss: 0.7985 Epoch 7/10... Discriminator Loss: 1.2703... Generator Loss: 0.5975 Epoch 7/10... Discriminator Loss: 1.0731... Generator Loss: 0.7673 Epoch 7/10... Discriminator Loss: 1.0127... Generator Loss: 0.8799 Epoch 7/10... Discriminator Loss: 0.9287... Generator Loss: 0.9545 Epoch 7/10... Discriminator Loss: 0.8149... Generator Loss: 2.0247 Epoch 7/10... Discriminator Loss: 1.1865... Generator Loss: 2.0881 Epoch 7/10... Discriminator Loss: 0.8982... Generator Loss: 1.5990 Epoch 7/10... Discriminator Loss: 1.2258... Generator Loss: 0.6418
Epoch 7/10... Discriminator Loss: 0.9551... Generator Loss: 0.9227 Epoch 7/10... Discriminator Loss: 0.8863... Generator Loss: 1.0897 Epoch 7/10... Discriminator Loss: 0.9250... Generator Loss: 1.0265 Epoch 7/10... Discriminator Loss: 0.7401... Generator Loss: 1.2789 Epoch 7/10... Discriminator Loss: 0.8375... Generator Loss: 1.4114 Epoch 7/10... Discriminator Loss: 1.0208... Generator Loss: 1.3892 Epoch 7/10... Discriminator Loss: 1.6411... Generator Loss: 0.3855 Epoch 7/10... Discriminator Loss: 1.6651... Generator Loss: 0.3724 Epoch 7/10... Discriminator Loss: 1.6288... Generator Loss: 0.4215 Epoch 7/10... Discriminator Loss: 1.0048... Generator Loss: 0.9307
Epoch 7/10... Discriminator Loss: 1.3616... Generator Loss: 0.5273 Epoch 7/10... Discriminator Loss: 0.8144... Generator Loss: 1.5955 Epoch 7/10... Discriminator Loss: 0.9032... Generator Loss: 1.1826 Epoch 7/10... Discriminator Loss: 1.1387... Generator Loss: 0.7373 Epoch 7/10... Discriminator Loss: 1.0380... Generator Loss: 0.8011 Epoch 7/10... Discriminator Loss: 0.8857... Generator Loss: 1.4518 Epoch 7/10... Discriminator Loss: 0.9452... Generator Loss: 1.0138 Epoch 7/10... Discriminator Loss: 0.8358... Generator Loss: 1.3008 Epoch 7/10... Discriminator Loss: 0.8502... Generator Loss: 1.2296 Epoch 7/10... Discriminator Loss: 0.9448... Generator Loss: 0.9357
Epoch 7/10... Discriminator Loss: 0.8682... Generator Loss: 1.0864 Epoch 7/10... Discriminator Loss: 0.8893... Generator Loss: 1.0288 Epoch 7/10... Discriminator Loss: 0.8668... Generator Loss: 1.0868 Epoch 7/10... Discriminator Loss: 0.8601... Generator Loss: 1.5679 Epoch 7/10... Discriminator Loss: 1.7524... Generator Loss: 0.3525 Epoch 7/10... Discriminator Loss: 0.9678... Generator Loss: 1.1479 Epoch 7/10... Discriminator Loss: 1.3615... Generator Loss: 0.5205 Epoch 7/10... Discriminator Loss: 1.4060... Generator Loss: 2.7882 Epoch 7/10... Discriminator Loss: 1.5720... Generator Loss: 0.4370 Epoch 7/10... Discriminator Loss: 0.8970... Generator Loss: 1.0908
Epoch 7/10... Discriminator Loss: 1.0738... Generator Loss: 0.7562 Epoch 7/10... Discriminator Loss: 0.8757... Generator Loss: 1.1803 Epoch 7/10... Discriminator Loss: 1.0782... Generator Loss: 0.7749 Epoch 7/10... Discriminator Loss: 1.1584... Generator Loss: 0.6965 Epoch 7/10... Discriminator Loss: 1.1187... Generator Loss: 0.7917 Epoch 7/10... Discriminator Loss: 1.0203... Generator Loss: 0.8421 Epoch 7/10... Discriminator Loss: 1.3137... Generator Loss: 0.5829 Epoch 7/10... Discriminator Loss: 0.8811... Generator Loss: 1.4381 Epoch 7/10... Discriminator Loss: 0.9365... Generator Loss: 0.9891 Epoch 7/10... Discriminator Loss: 0.9219... Generator Loss: 1.5248
Epoch 7/10... Discriminator Loss: 1.4041... Generator Loss: 0.5559 Epoch 7/10... Discriminator Loss: 1.4762... Generator Loss: 3.0569 Epoch 7/10... Discriminator Loss: 0.9795... Generator Loss: 1.1109 Epoch 7/10... Discriminator Loss: 1.0718... Generator Loss: 2.7895 Epoch 7/10... Discriminator Loss: 1.0987... Generator Loss: 0.8248 Epoch 7/10... Discriminator Loss: 1.3660... Generator Loss: 0.5391 Epoch 7/10... Discriminator Loss: 0.7602... Generator Loss: 1.2775 Epoch 7/10... Discriminator Loss: 0.5666... Generator Loss: 2.0828 Epoch 7/10... Discriminator Loss: 0.9687... Generator Loss: 0.9102 Epoch 7/10... Discriminator Loss: 0.6371... Generator Loss: 1.7337
Epoch 7/10... Discriminator Loss: 0.7225... Generator Loss: 1.4830 Epoch 7/10... Discriminator Loss: 0.8171... Generator Loss: 1.2676 Epoch 7/10... Discriminator Loss: 1.2729... Generator Loss: 0.6934 Epoch 7/10... Discriminator Loss: 0.8304... Generator Loss: 1.2012 Epoch 7/10... Discriminator Loss: 1.1904... Generator Loss: 0.6865 Epoch 7/10... Discriminator Loss: 1.4301... Generator Loss: 0.4791 Epoch 7/10... Discriminator Loss: 0.8155... Generator Loss: 1.2100 Epoch 7/10... Discriminator Loss: 0.9429... Generator Loss: 0.9588 Epoch 7/10... Discriminator Loss: 1.2154... Generator Loss: 0.6296 Epoch 7/10... Discriminator Loss: 1.1573... Generator Loss: 0.6775
Epoch 7/10... Discriminator Loss: 2.3975... Generator Loss: 0.2941 Epoch 7/10... Discriminator Loss: 1.5299... Generator Loss: 0.4767 Epoch 7/10... Discriminator Loss: 1.7319... Generator Loss: 3.3651 Epoch 7/10... Discriminator Loss: 1.3160... Generator Loss: 0.6040 Epoch 7/10... Discriminator Loss: 1.0293... Generator Loss: 0.9862 Epoch 7/10... Discriminator Loss: 1.0131... Generator Loss: 0.8530 Epoch 7/10... Discriminator Loss: 0.7616... Generator Loss: 1.6034 Epoch 7/10... Discriminator Loss: 0.6188... Generator Loss: 1.7057 Epoch 7/10... Discriminator Loss: 0.8280... Generator Loss: 1.1838 Epoch 7/10... Discriminator Loss: 0.7801... Generator Loss: 1.5456
Epoch 7/10... Discriminator Loss: 0.9964... Generator Loss: 1.2856 Epoch 7/10... Discriminator Loss: 1.1144... Generator Loss: 0.7419 Epoch 7/10... Discriminator Loss: 1.4232... Generator Loss: 0.5034 Epoch 7/10... Discriminator Loss: 1.3356... Generator Loss: 0.5583 Epoch 7/10... Discriminator Loss: 0.9220... Generator Loss: 0.9798 Epoch 7/10... Discriminator Loss: 0.9999... Generator Loss: 1.1129 Epoch 7/10... Discriminator Loss: 1.3371... Generator Loss: 0.5741 Epoch 7/10... Discriminator Loss: 1.6729... Generator Loss: 0.3765 Epoch 7/10... Discriminator Loss: 0.8825... Generator Loss: 1.3143 Epoch 7/10... Discriminator Loss: 1.4360... Generator Loss: 0.4748
Epoch 7/10... Discriminator Loss: 1.0547... Generator Loss: 0.8119 Epoch 7/10... Discriminator Loss: 1.0181... Generator Loss: 1.0006 Epoch 7/10... Discriminator Loss: 0.7667... Generator Loss: 1.5091 Epoch 7/10... Discriminator Loss: 0.8906... Generator Loss: 1.0821 Epoch 7/10... Discriminator Loss: 1.1045... Generator Loss: 0.7324 Epoch 7/10... Discriminator Loss: 0.7862... Generator Loss: 1.5947 Epoch 7/10... Discriminator Loss: 1.3274... Generator Loss: 0.6238 Epoch 7/10... Discriminator Loss: 0.9016... Generator Loss: 1.0947 Epoch 7/10... Discriminator Loss: 0.7867... Generator Loss: 1.2590 Epoch 7/10... Discriminator Loss: 1.1222... Generator Loss: 0.7462
Epoch 7/10... Discriminator Loss: 1.0631... Generator Loss: 0.7966 Epoch 7/10... Discriminator Loss: 0.8228... Generator Loss: 1.1671 Epoch 7/10... Discriminator Loss: 1.1182... Generator Loss: 0.7531 Epoch 7/10... Discriminator Loss: 4.2631... Generator Loss: 5.9416 Epoch 7/10... Discriminator Loss: 0.9816... Generator Loss: 0.9879 Epoch 7/10... Discriminator Loss: 1.6428... Generator Loss: 0.3935 Epoch 7/10... Discriminator Loss: 1.3233... Generator Loss: 0.5952 Epoch 7/10... Discriminator Loss: 0.9624... Generator Loss: 0.9668 Epoch 7/10... Discriminator Loss: 1.1438... Generator Loss: 0.7264 Epoch 7/10... Discriminator Loss: 1.4463... Generator Loss: 0.4773
Epoch 7/10... Discriminator Loss: 1.1189... Generator Loss: 0.7570 Epoch 7/10... Discriminator Loss: 0.8456... Generator Loss: 1.1842 Epoch 7/10... Discriminator Loss: 0.9681... Generator Loss: 0.8698 Epoch 7/10... Discriminator Loss: 1.3229... Generator Loss: 0.5435 Epoch 7/10... Discriminator Loss: 1.2763... Generator Loss: 0.6385 Epoch 7/10... Discriminator Loss: 0.9024... Generator Loss: 1.0930 Epoch 7/10... Discriminator Loss: 0.8166... Generator Loss: 1.3652 Epoch 7/10... Discriminator Loss: 1.4637... Generator Loss: 0.4960 Epoch 7/10... Discriminator Loss: 1.3777... Generator Loss: 0.5441 Epoch 7/10... Discriminator Loss: 0.9034... Generator Loss: 1.1895
Epoch 7/10... Discriminator Loss: 1.1021... Generator Loss: 0.7812 Epoch 7/10... Discriminator Loss: 0.8638... Generator Loss: 1.0870 Epoch 7/10... Discriminator Loss: 0.9772... Generator Loss: 0.9071 Epoch 7/10... Discriminator Loss: 0.9234... Generator Loss: 1.0316 Epoch 7/10... Discriminator Loss: 1.2693... Generator Loss: 0.5846 Epoch 7/10... Discriminator Loss: 1.1359... Generator Loss: 0.7472 Epoch 7/10... Discriminator Loss: 0.9345... Generator Loss: 1.0409 Epoch 7/10... Discriminator Loss: 0.8285... Generator Loss: 1.1641 Epoch 7/10... Discriminator Loss: 0.8504... Generator Loss: 1.2166 Epoch 7/10... Discriminator Loss: 0.7798... Generator Loss: 1.3519
Epoch 7/10... Discriminator Loss: 1.0042... Generator Loss: 0.9380 Epoch 7/10... Discriminator Loss: 0.6825... Generator Loss: 1.7527 Epoch 7/10... Discriminator Loss: 1.1026... Generator Loss: 0.8006 Epoch 7/10... Discriminator Loss: 0.9962... Generator Loss: 0.8695 Epoch 7/10... Discriminator Loss: 1.1046... Generator Loss: 0.7543 Epoch 7/10... Discriminator Loss: 1.0942... Generator Loss: 0.7540 Epoch 7/10... Discriminator Loss: 0.9368... Generator Loss: 0.9637 Epoch 7/10... Discriminator Loss: 0.8267... Generator Loss: 1.2287 Epoch 7/10... Discriminator Loss: 0.8368... Generator Loss: 1.4966 Epoch 7/10... Discriminator Loss: 1.0447... Generator Loss: 0.8270
Epoch 7/10... Discriminator Loss: 0.9430... Generator Loss: 0.9240 Epoch 7/10... Discriminator Loss: 1.2397... Generator Loss: 0.6479 Epoch 7/10... Discriminator Loss: 0.9485... Generator Loss: 0.9169 Epoch 7/10... Discriminator Loss: 1.2172... Generator Loss: 0.6303 Epoch 7/10... Discriminator Loss: 0.8798... Generator Loss: 1.6355 Epoch 7/10... Discriminator Loss: 1.2035... Generator Loss: 0.6369 Epoch 7/10... Discriminator Loss: 1.4577... Generator Loss: 0.4594 Epoch 7/10... Discriminator Loss: 4.2837... Generator Loss: 0.0409 Epoch 7/10... Discriminator Loss: 1.3044... Generator Loss: 0.6319 Epoch 7/10... Discriminator Loss: 1.1173... Generator Loss: 2.4847
Epoch 7/10... Discriminator Loss: 0.8486... Generator Loss: 1.8637 Epoch 7/10... Discriminator Loss: 0.8718... Generator Loss: 1.1227 Epoch 7/10... Discriminator Loss: 1.1300... Generator Loss: 0.7150 Epoch 7/10... Discriminator Loss: 1.0357... Generator Loss: 0.8239 Epoch 7/10... Discriminator Loss: 0.7967... Generator Loss: 1.2851 Epoch 7/10... Discriminator Loss: 0.5863... Generator Loss: 1.8964 Epoch 7/10... Discriminator Loss: 0.5979... Generator Loss: 2.2208 Epoch 8/10... Discriminator Loss: 0.7509... Generator Loss: 1.3271 Epoch 8/10... Discriminator Loss: 2.1716... Generator Loss: 0.2585 Epoch 8/10... Discriminator Loss: 1.1024... Generator Loss: 0.7819
Epoch 8/10... Discriminator Loss: 0.8687... Generator Loss: 1.1706 Epoch 8/10... Discriminator Loss: 0.8242... Generator Loss: 1.2609 Epoch 8/10... Discriminator Loss: 0.8812... Generator Loss: 1.1353 Epoch 8/10... Discriminator Loss: 1.3022... Generator Loss: 0.5848 Epoch 8/10... Discriminator Loss: 0.7979... Generator Loss: 1.3308 Epoch 8/10... Discriminator Loss: 0.7819... Generator Loss: 1.6054 Epoch 8/10... Discriminator Loss: 0.7388... Generator Loss: 1.6497 Epoch 8/10... Discriminator Loss: 1.0434... Generator Loss: 0.8185 Epoch 8/10... Discriminator Loss: 0.8277... Generator Loss: 1.2512 Epoch 8/10... Discriminator Loss: 0.7877... Generator Loss: 1.6011
Epoch 8/10... Discriminator Loss: 1.5929... Generator Loss: 0.4074 Epoch 8/10... Discriminator Loss: 1.1127... Generator Loss: 0.7717 Epoch 8/10... Discriminator Loss: 1.2748... Generator Loss: 0.6221 Epoch 8/10... Discriminator Loss: 0.7935... Generator Loss: 1.2166 Epoch 8/10... Discriminator Loss: 1.7744... Generator Loss: 0.3763 Epoch 8/10... Discriminator Loss: 1.4994... Generator Loss: 3.6518 Epoch 8/10... Discriminator Loss: 1.3644... Generator Loss: 0.5540 Epoch 8/10... Discriminator Loss: 1.1738... Generator Loss: 0.6977 Epoch 8/10... Discriminator Loss: 0.7375... Generator Loss: 1.9322 Epoch 8/10... Discriminator Loss: 1.2172... Generator Loss: 0.6434
Epoch 8/10... Discriminator Loss: 1.7240... Generator Loss: 0.3917 Epoch 8/10... Discriminator Loss: 0.9981... Generator Loss: 0.8749 Epoch 8/10... Discriminator Loss: 1.0992... Generator Loss: 0.7509 Epoch 8/10... Discriminator Loss: 0.8699... Generator Loss: 1.1581 Epoch 8/10... Discriminator Loss: 0.8998... Generator Loss: 1.0329 Epoch 8/10... Discriminator Loss: 0.8442... Generator Loss: 1.2366 Epoch 8/10... Discriminator Loss: 1.7925... Generator Loss: 0.3427 Epoch 8/10... Discriminator Loss: 1.3217... Generator Loss: 0.5809 Epoch 8/10... Discriminator Loss: 1.1617... Generator Loss: 0.6959 Epoch 8/10... Discriminator Loss: 1.3098... Generator Loss: 0.5997
Epoch 8/10... Discriminator Loss: 0.8770... Generator Loss: 1.6330 Epoch 8/10... Discriminator Loss: 1.0275... Generator Loss: 0.8548 Epoch 8/10... Discriminator Loss: 3.8415... Generator Loss: 0.2157 Epoch 8/10... Discriminator Loss: 1.3976... Generator Loss: 1.2873 Epoch 8/10... Discriminator Loss: 1.1842... Generator Loss: 1.0180 Epoch 8/10... Discriminator Loss: 1.3858... Generator Loss: 0.6086 Epoch 8/10... Discriminator Loss: 1.9055... Generator Loss: 0.3183 Epoch 8/10... Discriminator Loss: 1.3018... Generator Loss: 0.6036 Epoch 8/10... Discriminator Loss: 0.7570... Generator Loss: 1.5838 Epoch 8/10... Discriminator Loss: 0.8546... Generator Loss: 1.1431
Epoch 8/10... Discriminator Loss: 0.7618... Generator Loss: 1.5573 Epoch 8/10... Discriminator Loss: 1.1721... Generator Loss: 0.6805 Epoch 8/10... Discriminator Loss: 1.0396... Generator Loss: 0.8565 Epoch 8/10... Discriminator Loss: 1.1120... Generator Loss: 0.7304 Epoch 8/10... Discriminator Loss: 0.8031... Generator Loss: 1.5939 Epoch 8/10... Discriminator Loss: 1.3582... Generator Loss: 0.5473 Epoch 8/10... Discriminator Loss: 0.9722... Generator Loss: 0.9095 Epoch 8/10... Discriminator Loss: 0.7915... Generator Loss: 1.4526 Epoch 8/10... Discriminator Loss: 0.8806... Generator Loss: 1.4599 Epoch 8/10... Discriminator Loss: 1.0701... Generator Loss: 0.7701
Epoch 8/10... Discriminator Loss: 0.7507... Generator Loss: 1.3240 Epoch 8/10... Discriminator Loss: 1.1258... Generator Loss: 0.7282 Epoch 8/10... Discriminator Loss: 1.2997... Generator Loss: 0.6210 Epoch 8/10... Discriminator Loss: 1.5162... Generator Loss: 0.4473 Epoch 8/10... Discriminator Loss: 1.2650... Generator Loss: 0.6342 Epoch 8/10... Discriminator Loss: 1.1098... Generator Loss: 0.7626 Epoch 8/10... Discriminator Loss: 0.9866... Generator Loss: 0.8583 Epoch 8/10... Discriminator Loss: 0.7924... Generator Loss: 1.5009 Epoch 8/10... Discriminator Loss: 1.4762... Generator Loss: 0.4535 Epoch 8/10... Discriminator Loss: 0.9346... Generator Loss: 0.9453
Epoch 8/10... Discriminator Loss: 0.6934... Generator Loss: 1.5130 Epoch 8/10... Discriminator Loss: 0.9766... Generator Loss: 0.9183 Epoch 8/10... Discriminator Loss: 0.7628... Generator Loss: 1.3852 Epoch 8/10... Discriminator Loss: 1.0941... Generator Loss: 0.7763 Epoch 8/10... Discriminator Loss: 0.9850... Generator Loss: 1.0071 Epoch 8/10... Discriminator Loss: 0.8187... Generator Loss: 1.2450 Epoch 8/10... Discriminator Loss: 0.8689... Generator Loss: 1.1534 Epoch 8/10... Discriminator Loss: 0.8732... Generator Loss: 1.1150 Epoch 8/10... Discriminator Loss: 1.1058... Generator Loss: 0.7413 Epoch 8/10... Discriminator Loss: 2.6645... Generator Loss: 4.2624
Epoch 8/10... Discriminator Loss: 0.9782... Generator Loss: 1.4378 Epoch 8/10... Discriminator Loss: 0.8172... Generator Loss: 1.5017 Epoch 8/10... Discriminator Loss: 1.1355... Generator Loss: 0.7161 Epoch 8/10... Discriminator Loss: 0.9780... Generator Loss: 0.9260 Epoch 8/10... Discriminator Loss: 0.8912... Generator Loss: 1.0899 Epoch 8/10... Discriminator Loss: 3.1729... Generator Loss: 0.0984 Epoch 8/10... Discriminator Loss: 0.9333... Generator Loss: 1.0512 Epoch 8/10... Discriminator Loss: 1.0592... Generator Loss: 0.8007 Epoch 8/10... Discriminator Loss: 2.0979... Generator Loss: 0.2739 Epoch 8/10... Discriminator Loss: 1.4741... Generator Loss: 0.4774
Epoch 8/10... Discriminator Loss: 0.8987... Generator Loss: 1.0705 Epoch 8/10... Discriminator Loss: 0.8441... Generator Loss: 1.1723 Epoch 8/10... Discriminator Loss: 0.8523... Generator Loss: 1.1124 Epoch 8/10... Discriminator Loss: 0.9350... Generator Loss: 0.9244 Epoch 8/10... Discriminator Loss: 0.9759... Generator Loss: 0.9169 Epoch 8/10... Discriminator Loss: 1.2117... Generator Loss: 0.6390 Epoch 8/10... Discriminator Loss: 1.0610... Generator Loss: 0.8131 Epoch 8/10... Discriminator Loss: 0.9463... Generator Loss: 0.9836 Epoch 8/10... Discriminator Loss: 1.0076... Generator Loss: 0.8661 Epoch 8/10... Discriminator Loss: 1.0796... Generator Loss: 0.7920
Epoch 8/10... Discriminator Loss: 0.9783... Generator Loss: 0.8869 Epoch 8/10... Discriminator Loss: 0.7901... Generator Loss: 1.4511 Epoch 8/10... Discriminator Loss: 1.5111... Generator Loss: 0.4566 Epoch 8/10... Discriminator Loss: 0.8050... Generator Loss: 2.1060 Epoch 8/10... Discriminator Loss: 1.1375... Generator Loss: 0.7270 Epoch 8/10... Discriminator Loss: 1.0555... Generator Loss: 0.8415 Epoch 8/10... Discriminator Loss: 1.0665... Generator Loss: 0.8042 Epoch 8/10... Discriminator Loss: 1.0962... Generator Loss: 0.7484 Epoch 8/10... Discriminator Loss: 1.0320... Generator Loss: 0.8017 Epoch 8/10... Discriminator Loss: 0.8229... Generator Loss: 1.2498
Epoch 8/10... Discriminator Loss: 0.7555... Generator Loss: 1.4058 Epoch 8/10... Discriminator Loss: 1.0238... Generator Loss: 0.8588 Epoch 8/10... Discriminator Loss: 0.8744... Generator Loss: 1.2425 Epoch 8/10... Discriminator Loss: 3.9090... Generator Loss: 0.1588 Epoch 8/10... Discriminator Loss: 1.4212... Generator Loss: 1.2209 Epoch 8/10... Discriminator Loss: 1.3133... Generator Loss: 0.6108 Epoch 8/10... Discriminator Loss: 1.7785... Generator Loss: 3.1522 Epoch 8/10... Discriminator Loss: 0.9793... Generator Loss: 1.0853 Epoch 8/10... Discriminator Loss: 1.5991... Generator Loss: 0.4251 Epoch 8/10... Discriminator Loss: 1.2870... Generator Loss: 0.5808
Epoch 8/10... Discriminator Loss: 0.9138... Generator Loss: 1.0882 Epoch 8/10... Discriminator Loss: 0.9717... Generator Loss: 0.8670 Epoch 8/10... Discriminator Loss: 0.8810... Generator Loss: 1.2057 Epoch 8/10... Discriminator Loss: 1.6399... Generator Loss: 0.4093 Epoch 8/10... Discriminator Loss: 0.8833... Generator Loss: 1.0843 Epoch 8/10... Discriminator Loss: 0.9188... Generator Loss: 1.0096 Epoch 8/10... Discriminator Loss: 1.1308... Generator Loss: 0.7347 Epoch 8/10... Discriminator Loss: 0.9939... Generator Loss: 0.8605 Epoch 8/10... Discriminator Loss: 0.8021... Generator Loss: 1.2622 Epoch 8/10... Discriminator Loss: 1.1801... Generator Loss: 0.6835
Epoch 8/10... Discriminator Loss: 0.8623... Generator Loss: 1.0720 Epoch 8/10... Discriminator Loss: 0.7235... Generator Loss: 1.8394 Epoch 8/10... Discriminator Loss: 1.3693... Generator Loss: 0.5215 Epoch 8/10... Discriminator Loss: 1.8855... Generator Loss: 0.3210 Epoch 8/10... Discriminator Loss: 1.4232... Generator Loss: 0.5117 Epoch 8/10... Discriminator Loss: 1.0954... Generator Loss: 0.8172 Epoch 8/10... Discriminator Loss: 1.1087... Generator Loss: 0.8810 Epoch 8/10... Discriminator Loss: 0.9944... Generator Loss: 0.9666 Epoch 8/10... Discriminator Loss: 0.8089... Generator Loss: 1.4516 Epoch 8/10... Discriminator Loss: 0.9650... Generator Loss: 0.9784
Epoch 8/10... Discriminator Loss: 1.0228... Generator Loss: 0.8520 Epoch 8/10... Discriminator Loss: 0.9294... Generator Loss: 1.2148 Epoch 8/10... Discriminator Loss: 1.1434... Generator Loss: 0.7322 Epoch 8/10... Discriminator Loss: 0.9287... Generator Loss: 1.0377 Epoch 8/10... Discriminator Loss: 0.9094... Generator Loss: 0.9902 Epoch 8/10... Discriminator Loss: 0.9844... Generator Loss: 1.0155 Epoch 8/10... Discriminator Loss: 1.3862... Generator Loss: 0.5543 Epoch 8/10... Discriminator Loss: 0.6520... Generator Loss: 1.6321 Epoch 8/10... Discriminator Loss: 0.9933... Generator Loss: 0.8922 Epoch 8/10... Discriminator Loss: 0.9553... Generator Loss: 0.9465
Epoch 8/10... Discriminator Loss: 1.0967... Generator Loss: 0.7646 Epoch 8/10... Discriminator Loss: 0.6887... Generator Loss: 1.7053 Epoch 8/10... Discriminator Loss: 1.1758... Generator Loss: 0.7110 Epoch 8/10... Discriminator Loss: 1.1328... Generator Loss: 0.7108 Epoch 8/10... Discriminator Loss: 0.8695... Generator Loss: 1.1329 Epoch 8/10... Discriminator Loss: 0.8045... Generator Loss: 1.5095 Epoch 8/10... Discriminator Loss: 1.8781... Generator Loss: 0.3205 Epoch 8/10... Discriminator Loss: 0.8298... Generator Loss: 1.8278 Epoch 8/10... Discriminator Loss: 0.7532... Generator Loss: 1.6048 Epoch 8/10... Discriminator Loss: 1.3056... Generator Loss: 0.5901
Epoch 8/10... Discriminator Loss: 0.9568... Generator Loss: 0.9703 Epoch 8/10... Discriminator Loss: 0.9213... Generator Loss: 1.6354 Epoch 8/10... Discriminator Loss: 1.0160... Generator Loss: 0.8720 Epoch 8/10... Discriminator Loss: 1.2133... Generator Loss: 0.6681 Epoch 8/10... Discriminator Loss: 0.9693... Generator Loss: 0.9673 Epoch 9/10... Discriminator Loss: 0.7527... Generator Loss: 1.5195 Epoch 9/10... Discriminator Loss: 0.8251... Generator Loss: 1.1954 Epoch 9/10... Discriminator Loss: 0.9132... Generator Loss: 0.9861 Epoch 9/10... Discriminator Loss: 0.7862... Generator Loss: 1.7749 Epoch 9/10... Discriminator Loss: 1.0130... Generator Loss: 0.8599
Epoch 9/10... Discriminator Loss: 0.8009... Generator Loss: 1.4236 Epoch 9/10... Discriminator Loss: 2.0212... Generator Loss: 0.3174 Epoch 9/10... Discriminator Loss: 1.1534... Generator Loss: 0.7053 Epoch 9/10... Discriminator Loss: 0.8575... Generator Loss: 1.2677 Epoch 9/10... Discriminator Loss: 0.8770... Generator Loss: 1.0817 Epoch 9/10... Discriminator Loss: 0.7751... Generator Loss: 1.4171 Epoch 9/10... Discriminator Loss: 0.7545... Generator Loss: 1.5137 Epoch 9/10... Discriminator Loss: 0.9859... Generator Loss: 0.8924 Epoch 9/10... Discriminator Loss: 0.9061... Generator Loss: 0.9918 Epoch 9/10... Discriminator Loss: 1.2496... Generator Loss: 0.6378
Epoch 9/10... Discriminator Loss: 1.4500... Generator Loss: 0.5418 Epoch 9/10... Discriminator Loss: 0.9926... Generator Loss: 0.8644 Epoch 9/10... Discriminator Loss: 1.2614... Generator Loss: 0.6485 Epoch 9/10... Discriminator Loss: 0.8486... Generator Loss: 1.2220 Epoch 9/10... Discriminator Loss: 0.9116... Generator Loss: 1.0405 Epoch 9/10... Discriminator Loss: 1.4259... Generator Loss: 0.5768 Epoch 9/10... Discriminator Loss: 0.8147... Generator Loss: 1.1709 Epoch 9/10... Discriminator Loss: 1.5353... Generator Loss: 0.4675 Epoch 9/10... Discriminator Loss: 1.0488... Generator Loss: 0.8281 Epoch 9/10... Discriminator Loss: 0.6843... Generator Loss: 1.5979
Epoch 9/10... Discriminator Loss: 1.3887... Generator Loss: 0.5412 Epoch 9/10... Discriminator Loss: 0.9324... Generator Loss: 0.9349 Epoch 9/10... Discriminator Loss: 1.0757... Generator Loss: 0.7670 Epoch 9/10... Discriminator Loss: 0.7923... Generator Loss: 1.1799 Epoch 9/10... Discriminator Loss: 1.3582... Generator Loss: 0.5950 Epoch 9/10... Discriminator Loss: 1.6094... Generator Loss: 0.4305 Epoch 9/10... Discriminator Loss: 0.9585... Generator Loss: 1.5491 Epoch 9/10... Discriminator Loss: 1.5468... Generator Loss: 0.4630 Epoch 9/10... Discriminator Loss: 0.9899... Generator Loss: 0.9241 Epoch 9/10... Discriminator Loss: 1.1565... Generator Loss: 0.7002
Epoch 9/10... Discriminator Loss: 0.7924... Generator Loss: 1.2658 Epoch 9/10... Discriminator Loss: 0.7799... Generator Loss: 1.4871 Epoch 9/10... Discriminator Loss: 0.9561... Generator Loss: 0.9488 Epoch 9/10... Discriminator Loss: 4.4004... Generator Loss: 6.2380 Epoch 9/10... Discriminator Loss: 1.1870... Generator Loss: 1.2350 Epoch 9/10... Discriminator Loss: 1.3597... Generator Loss: 0.5555 Epoch 9/10... Discriminator Loss: 1.2464... Generator Loss: 0.6937 Epoch 9/10... Discriminator Loss: 0.7175... Generator Loss: 1.7812 Epoch 9/10... Discriminator Loss: 2.2540... Generator Loss: 0.2375 Epoch 9/10... Discriminator Loss: 1.1043... Generator Loss: 0.7800
Epoch 9/10... Discriminator Loss: 1.0532... Generator Loss: 0.8805 Epoch 9/10... Discriminator Loss: 0.8202... Generator Loss: 1.2453 Epoch 9/10... Discriminator Loss: 0.7989... Generator Loss: 1.2215 Epoch 9/10... Discriminator Loss: 0.8131... Generator Loss: 1.4136 Epoch 9/10... Discriminator Loss: 0.8671... Generator Loss: 1.1703 Epoch 9/10... Discriminator Loss: 1.0667... Generator Loss: 0.8144 Epoch 9/10... Discriminator Loss: 1.1368... Generator Loss: 0.7621 Epoch 9/10... Discriminator Loss: 0.9273... Generator Loss: 0.9800 Epoch 9/10... Discriminator Loss: 0.8029... Generator Loss: 1.4355 Epoch 9/10... Discriminator Loss: 1.3994... Generator Loss: 0.5301
Epoch 9/10... Discriminator Loss: 1.2393... Generator Loss: 0.6528 Epoch 9/10... Discriminator Loss: 1.1122... Generator Loss: 0.7295 Epoch 9/10... Discriminator Loss: 1.9808... Generator Loss: 0.2927 Epoch 9/10... Discriminator Loss: 1.8190... Generator Loss: 0.3296 Epoch 9/10... Discriminator Loss: 1.8677... Generator Loss: 0.3489 Epoch 9/10... Discriminator Loss: 0.8389... Generator Loss: 1.1344 Epoch 9/10... Discriminator Loss: 0.9433... Generator Loss: 0.9978 Epoch 9/10... Discriminator Loss: 0.8664... Generator Loss: 1.6073 Epoch 9/10... Discriminator Loss: 1.1822... Generator Loss: 0.6944 Epoch 9/10... Discriminator Loss: 0.8228... Generator Loss: 1.2698
Epoch 9/10... Discriminator Loss: 1.1089... Generator Loss: 0.7482 Epoch 9/10... Discriminator Loss: 1.0312... Generator Loss: 2.7139 Epoch 9/10... Discriminator Loss: 0.9894... Generator Loss: 1.2581 Epoch 9/10... Discriminator Loss: 0.9248... Generator Loss: 1.0338 Epoch 9/10... Discriminator Loss: 0.9232... Generator Loss: 1.0180 Epoch 9/10... Discriminator Loss: 0.9558... Generator Loss: 0.9706 Epoch 9/10... Discriminator Loss: 0.7337... Generator Loss: 1.6242 Epoch 9/10... Discriminator Loss: 0.9584... Generator Loss: 1.0024 Epoch 9/10... Discriminator Loss: 1.0167... Generator Loss: 0.8193 Epoch 9/10... Discriminator Loss: 0.8150... Generator Loss: 1.2002
Epoch 9/10... Discriminator Loss: 1.4457... Generator Loss: 3.5219 Epoch 9/10... Discriminator Loss: 1.0966... Generator Loss: 0.7996 Epoch 9/10... Discriminator Loss: 1.3733... Generator Loss: 0.5579 Epoch 9/10... Discriminator Loss: 0.7728... Generator Loss: 1.5035 Epoch 9/10... Discriminator Loss: 1.0300... Generator Loss: 0.8342 Epoch 9/10... Discriminator Loss: 0.9324... Generator Loss: 0.9697 Epoch 9/10... Discriminator Loss: 0.8626... Generator Loss: 1.1186 Epoch 9/10... Discriminator Loss: 0.8165... Generator Loss: 1.1359 Epoch 9/10... Discriminator Loss: 0.8981... Generator Loss: 0.9949 Epoch 9/10... Discriminator Loss: 0.8764... Generator Loss: 1.0537
Epoch 9/10... Discriminator Loss: 1.0802... Generator Loss: 0.8140 Epoch 9/10... Discriminator Loss: 1.1025... Generator Loss: 0.8336 Epoch 9/10... Discriminator Loss: 1.2579... Generator Loss: 0.7224 Epoch 9/10... Discriminator Loss: 0.8083... Generator Loss: 2.3455 Epoch 9/10... Discriminator Loss: 0.9504... Generator Loss: 1.0246 Epoch 9/10... Discriminator Loss: 0.8283... Generator Loss: 1.1545 Epoch 9/10... Discriminator Loss: 0.7340... Generator Loss: 1.6238 Epoch 9/10... Discriminator Loss: 1.2535... Generator Loss: 0.6340 Epoch 9/10... Discriminator Loss: 0.7283... Generator Loss: 1.8335 Epoch 9/10... Discriminator Loss: 1.0413... Generator Loss: 0.8003
Epoch 9/10... Discriminator Loss: 0.7489... Generator Loss: 1.8309 Epoch 9/10... Discriminator Loss: 1.1858... Generator Loss: 0.6742 Epoch 9/10... Discriminator Loss: 0.8885... Generator Loss: 1.0577 Epoch 9/10... Discriminator Loss: 1.4744... Generator Loss: 0.5212 Epoch 9/10... Discriminator Loss: 0.7806... Generator Loss: 1.4369 Epoch 9/10... Discriminator Loss: 0.7912... Generator Loss: 1.3525 Epoch 9/10... Discriminator Loss: 0.9081... Generator Loss: 1.0444 Epoch 9/10... Discriminator Loss: 0.8367... Generator Loss: 1.1786 Epoch 9/10... Discriminator Loss: 0.7659... Generator Loss: 1.2372 Epoch 9/10... Discriminator Loss: 0.7782... Generator Loss: 1.4491
Epoch 9/10... Discriminator Loss: 1.1454... Generator Loss: 0.7680 Epoch 9/10... Discriminator Loss: 0.9467... Generator Loss: 0.9979 Epoch 9/10... Discriminator Loss: 4.1927... Generator Loss: 6.2906 Epoch 9/10... Discriminator Loss: 0.8916... Generator Loss: 1.1242 Epoch 9/10... Discriminator Loss: 0.8096... Generator Loss: 1.4037 Epoch 9/10... Discriminator Loss: 1.4869... Generator Loss: 0.4995 Epoch 9/10... Discriminator Loss: 0.7890... Generator Loss: 1.6850 Epoch 9/10... Discriminator Loss: 0.8744... Generator Loss: 1.0787 Epoch 9/10... Discriminator Loss: 0.8630... Generator Loss: 1.1711 Epoch 9/10... Discriminator Loss: 1.0525... Generator Loss: 0.8255
Epoch 9/10... Discriminator Loss: 0.8567... Generator Loss: 1.1768 Epoch 9/10... Discriminator Loss: 0.8635... Generator Loss: 1.9970 Epoch 9/10... Discriminator Loss: 1.3328... Generator Loss: 0.6147 Epoch 9/10... Discriminator Loss: 0.7729... Generator Loss: 1.2971 Epoch 9/10... Discriminator Loss: 1.5509... Generator Loss: 0.4733 Epoch 9/10... Discriminator Loss: 1.7841... Generator Loss: 0.3902 Epoch 9/10... Discriminator Loss: 1.0233... Generator Loss: 0.9151 Epoch 9/10... Discriminator Loss: 1.0090... Generator Loss: 0.8617 Epoch 9/10... Discriminator Loss: 0.8511... Generator Loss: 1.2042 Epoch 9/10... Discriminator Loss: 0.8349... Generator Loss: 1.1709
Epoch 9/10... Discriminator Loss: 0.7988... Generator Loss: 1.4654 Epoch 9/10... Discriminator Loss: 0.8310... Generator Loss: 1.1998 Epoch 9/10... Discriminator Loss: 0.9594... Generator Loss: 1.0469 Epoch 9/10... Discriminator Loss: 1.1320... Generator Loss: 1.1336 Epoch 9/10... Discriminator Loss: 0.9740... Generator Loss: 1.1139 Epoch 9/10... Discriminator Loss: 1.1684... Generator Loss: 0.6866 Epoch 9/10... Discriminator Loss: 1.2596... Generator Loss: 0.6388 Epoch 9/10... Discriminator Loss: 1.2581... Generator Loss: 0.6667 Epoch 9/10... Discriminator Loss: 0.8560... Generator Loss: 1.1219 Epoch 9/10... Discriminator Loss: 1.2674... Generator Loss: 0.6255
Epoch 9/10... Discriminator Loss: 0.9553... Generator Loss: 0.9286 Epoch 9/10... Discriminator Loss: 0.8388... Generator Loss: 1.1515 Epoch 9/10... Discriminator Loss: 1.1063... Generator Loss: 0.8330 Epoch 9/10... Discriminator Loss: 1.0075... Generator Loss: 0.8861 Epoch 9/10... Discriminator Loss: 1.0306... Generator Loss: 0.8547 Epoch 9/10... Discriminator Loss: 0.8627... Generator Loss: 1.0947 Epoch 9/10... Discriminator Loss: 0.9754... Generator Loss: 1.0190 Epoch 9/10... Discriminator Loss: 0.6897... Generator Loss: 1.8897 Epoch 9/10... Discriminator Loss: 0.8433... Generator Loss: 1.1097 Epoch 9/10... Discriminator Loss: 0.8743... Generator Loss: 0.9979
Epoch 9/10... Discriminator Loss: 0.8116... Generator Loss: 1.1669 Epoch 9/10... Discriminator Loss: 1.3283... Generator Loss: 0.5598 Epoch 9/10... Discriminator Loss: 1.6932... Generator Loss: 0.3968 Epoch 9/10... Discriminator Loss: 1.2425... Generator Loss: 0.6326 Epoch 9/10... Discriminator Loss: 1.5738... Generator Loss: 0.4615 Epoch 9/10... Discriminator Loss: 0.8086... Generator Loss: 1.2897 Epoch 9/10... Discriminator Loss: 0.8235... Generator Loss: 1.1800 Epoch 9/10... Discriminator Loss: 0.7580... Generator Loss: 1.3481 Epoch 9/10... Discriminator Loss: 0.8003... Generator Loss: 1.3220 Epoch 9/10... Discriminator Loss: 1.1092... Generator Loss: 0.7465
Epoch 9/10... Discriminator Loss: 1.1038... Generator Loss: 0.7553 Epoch 9/10... Discriminator Loss: 1.5978... Generator Loss: 0.4133 Epoch 9/10... Discriminator Loss: 0.6986... Generator Loss: 1.5575 Epoch 10/10... Discriminator Loss: 1.1697... Generator Loss: 0.7070 Epoch 10/10... Discriminator Loss: 1.1285... Generator Loss: 0.7079 Epoch 10/10... Discriminator Loss: 0.8592... Generator Loss: 1.1455 Epoch 10/10... Discriminator Loss: 0.8446... Generator Loss: 1.1077 Epoch 10/10... Discriminator Loss: 2.2490... Generator Loss: 3.8859 Epoch 10/10... Discriminator Loss: 1.1202... Generator Loss: 1.5939 Epoch 10/10... Discriminator Loss: 0.8616... Generator Loss: 1.1843
Epoch 10/10... Discriminator Loss: 0.9696... Generator Loss: 0.9659 Epoch 10/10... Discriminator Loss: 0.9518... Generator Loss: 0.9543 Epoch 10/10... Discriminator Loss: 0.8337... Generator Loss: 1.1745 Epoch 10/10... Discriminator Loss: 0.7560... Generator Loss: 1.3072 Epoch 10/10... Discriminator Loss: 1.0725... Generator Loss: 0.8275 Epoch 10/10... Discriminator Loss: 1.2400... Generator Loss: 0.6533 Epoch 10/10... Discriminator Loss: 0.7205... Generator Loss: 2.2194 Epoch 10/10... Discriminator Loss: 1.0737... Generator Loss: 0.7899 Epoch 10/10... Discriminator Loss: 1.1274... Generator Loss: 0.7659 Epoch 10/10... Discriminator Loss: 0.9608... Generator Loss: 0.9764
Epoch 10/10... Discriminator Loss: 0.8290... Generator Loss: 1.1165 Epoch 10/10... Discriminator Loss: 0.7713... Generator Loss: 1.6917 Epoch 10/10... Discriminator Loss: 0.6535... Generator Loss: 1.5948 Epoch 10/10... Discriminator Loss: 1.5573... Generator Loss: 0.4912 Epoch 10/10... Discriminator Loss: 0.9175... Generator Loss: 1.0160 Epoch 10/10... Discriminator Loss: 0.8477... Generator Loss: 1.1459 Epoch 10/10... Discriminator Loss: 0.9573... Generator Loss: 0.9305 Epoch 10/10... Discriminator Loss: 1.9070... Generator Loss: 3.8139 Epoch 10/10... Discriminator Loss: 0.9007... Generator Loss: 1.1320 Epoch 10/10... Discriminator Loss: 1.3591... Generator Loss: 0.5720
Epoch 10/10... Discriminator Loss: 1.9856... Generator Loss: 0.2962 Epoch 10/10... Discriminator Loss: 0.8045... Generator Loss: 1.4033 Epoch 10/10... Discriminator Loss: 1.4495... Generator Loss: 0.5156 Epoch 10/10... Discriminator Loss: 0.7182... Generator Loss: 1.6492 Epoch 10/10... Discriminator Loss: 1.3452... Generator Loss: 0.5846 Epoch 10/10... Discriminator Loss: 0.9730... Generator Loss: 0.8795 Epoch 10/10... Discriminator Loss: 0.8248... Generator Loss: 1.2175 Epoch 10/10... Discriminator Loss: 1.6995... Generator Loss: 0.3821 Epoch 10/10... Discriminator Loss: 1.1712... Generator Loss: 0.7507 Epoch 10/10... Discriminator Loss: 0.8605... Generator Loss: 1.0942
Epoch 10/10... Discriminator Loss: 0.6975... Generator Loss: 1.5776 Epoch 10/10... Discriminator Loss: 0.8284... Generator Loss: 2.3473 Epoch 10/10... Discriminator Loss: 1.2369... Generator Loss: 0.6879 Epoch 10/10... Discriminator Loss: 0.7330... Generator Loss: 2.0714 Epoch 10/10... Discriminator Loss: 1.4189... Generator Loss: 0.5344 Epoch 10/10... Discriminator Loss: 0.6442... Generator Loss: 1.8140 Epoch 10/10... Discriminator Loss: 1.0965... Generator Loss: 0.8032 Epoch 10/10... Discriminator Loss: 0.7684... Generator Loss: 1.3998 Epoch 10/10... Discriminator Loss: 0.7980... Generator Loss: 1.2373 Epoch 10/10... Discriminator Loss: 0.8335... Generator Loss: 1.2577
Epoch 10/10... Discriminator Loss: 1.1966... Generator Loss: 0.7101 Epoch 10/10... Discriminator Loss: 0.7281... Generator Loss: 1.6894 Epoch 10/10... Discriminator Loss: 1.1048... Generator Loss: 0.8115 Epoch 10/10... Discriminator Loss: 1.2833... Generator Loss: 0.6403 Epoch 10/10... Discriminator Loss: 0.9047... Generator Loss: 1.0520 Epoch 10/10... Discriminator Loss: 1.1599... Generator Loss: 0.7351 Epoch 10/10... Discriminator Loss: 1.1086... Generator Loss: 0.7492 Epoch 10/10... Discriminator Loss: 0.7265... Generator Loss: 1.6516 Epoch 10/10... Discriminator Loss: 0.8528... Generator Loss: 1.2376 Epoch 10/10... Discriminator Loss: 0.7221... Generator Loss: 1.5213
Epoch 10/10... Discriminator Loss: 1.0652... Generator Loss: 0.8061 Epoch 10/10... Discriminator Loss: 0.9257... Generator Loss: 1.0080 Epoch 10/10... Discriminator Loss: 1.4415... Generator Loss: 0.5220 Epoch 10/10... Discriminator Loss: 1.4977... Generator Loss: 0.5018 Epoch 10/10... Discriminator Loss: 2.2162... Generator Loss: 0.2663 Epoch 10/10... Discriminator Loss: 1.2606... Generator Loss: 0.6430 Epoch 10/10... Discriminator Loss: 1.7451... Generator Loss: 0.3949 Epoch 10/10... Discriminator Loss: 1.0258... Generator Loss: 0.8638 Epoch 10/10... Discriminator Loss: 1.0578... Generator Loss: 0.8362 Epoch 10/10... Discriminator Loss: 0.6343... Generator Loss: 1.8542
Epoch 10/10... Discriminator Loss: 0.8860... Generator Loss: 1.0491 Epoch 10/10... Discriminator Loss: 0.9845... Generator Loss: 0.9031 Epoch 10/10... Discriminator Loss: 0.8403... Generator Loss: 1.0956 Epoch 10/10... Discriminator Loss: 0.9838... Generator Loss: 2.9449 Epoch 10/10... Discriminator Loss: 1.0094... Generator Loss: 0.8333 Epoch 10/10... Discriminator Loss: 1.0944... Generator Loss: 0.7519 Epoch 10/10... Discriminator Loss: 0.9104... Generator Loss: 1.0310 Epoch 10/10... Discriminator Loss: 0.9498... Generator Loss: 0.9750 Epoch 10/10... Discriminator Loss: 0.7107... Generator Loss: 1.5395 Epoch 10/10... Discriminator Loss: 1.2141... Generator Loss: 0.6514
Epoch 10/10... Discriminator Loss: 1.2155... Generator Loss: 1.1653 Epoch 10/10... Discriminator Loss: 0.9832... Generator Loss: 1.0792 Epoch 10/10... Discriminator Loss: 0.8188... Generator Loss: 1.6269 Epoch 10/10... Discriminator Loss: 0.8162... Generator Loss: 1.3510 Epoch 10/10... Discriminator Loss: 0.7252... Generator Loss: 1.4437 Epoch 10/10... Discriminator Loss: 0.7799... Generator Loss: 1.3311 Epoch 10/10... Discriminator Loss: 0.7952... Generator Loss: 1.2530 Epoch 10/10... Discriminator Loss: 0.9809... Generator Loss: 0.9067 Epoch 10/10... Discriminator Loss: 0.8535... Generator Loss: 1.1162 Epoch 10/10... Discriminator Loss: 0.9192... Generator Loss: 0.9945
Epoch 10/10... Discriminator Loss: 1.2349... Generator Loss: 0.6271 Epoch 10/10... Discriminator Loss: 0.7559... Generator Loss: 1.3486 Epoch 10/10... Discriminator Loss: 0.7015... Generator Loss: 1.4271 Epoch 10/10... Discriminator Loss: 3.3444... Generator Loss: 4.5387 Epoch 10/10... Discriminator Loss: 0.9091... Generator Loss: 1.0467 Epoch 10/10... Discriminator Loss: 0.7528... Generator Loss: 1.7699 Epoch 10/10... Discriminator Loss: 1.0181... Generator Loss: 0.9075 Epoch 10/10... Discriminator Loss: 1.0433... Generator Loss: 0.8401 Epoch 10/10... Discriminator Loss: 0.8153... Generator Loss: 1.2992 Epoch 10/10... Discriminator Loss: 4.5759... Generator Loss: 6.5250
Epoch 10/10... Discriminator Loss: 1.2581... Generator Loss: 0.6896 Epoch 10/10... Discriminator Loss: 0.8291... Generator Loss: 1.5432 Epoch 10/10... Discriminator Loss: 2.6319... Generator Loss: 5.5202 Epoch 10/10... Discriminator Loss: 1.1457... Generator Loss: 1.4635 Epoch 10/10... Discriminator Loss: 0.9964... Generator Loss: 0.9388 Epoch 10/10... Discriminator Loss: 1.2854... Generator Loss: 0.6571 Epoch 10/10... Discriminator Loss: 1.3396... Generator Loss: 0.5853 Epoch 10/10... Discriminator Loss: 0.7231... Generator Loss: 1.5923 Epoch 10/10... Discriminator Loss: 0.8903... Generator Loss: 1.0765 Epoch 10/10... Discriminator Loss: 0.9351... Generator Loss: 0.9524
Epoch 10/10... Discriminator Loss: 1.0474... Generator Loss: 0.8066 Epoch 10/10... Discriminator Loss: 1.0392... Generator Loss: 0.8462 Epoch 10/10... Discriminator Loss: 1.7654... Generator Loss: 0.3553 Epoch 10/10... Discriminator Loss: 0.8110... Generator Loss: 1.3238 Epoch 10/10... Discriminator Loss: 1.0572... Generator Loss: 0.8052 Epoch 10/10... Discriminator Loss: 0.9883... Generator Loss: 0.9421 Epoch 10/10... Discriminator Loss: 0.6563... Generator Loss: 1.8608 Epoch 10/10... Discriminator Loss: 0.7983... Generator Loss: 1.2494 Epoch 10/10... Discriminator Loss: 0.7373... Generator Loss: 1.3416 Epoch 10/10... Discriminator Loss: 0.8863... Generator Loss: 1.1014
Epoch 10/10... Discriminator Loss: 1.1197... Generator Loss: 0.7543 Epoch 10/10... Discriminator Loss: 1.1048... Generator Loss: 0.7793 Epoch 10/10... Discriminator Loss: 0.8769... Generator Loss: 1.0566 Epoch 10/10... Discriminator Loss: 1.9731... Generator Loss: 0.2828 Epoch 10/10... Discriminator Loss: 1.0453... Generator Loss: 0.8302 Epoch 10/10... Discriminator Loss: 0.7547... Generator Loss: 1.3030 Epoch 10/10... Discriminator Loss: 0.9201... Generator Loss: 1.0140 Epoch 10/10... Discriminator Loss: 1.0206... Generator Loss: 0.8544 Epoch 10/10... Discriminator Loss: 0.7983... Generator Loss: 1.1882 Epoch 10/10... Discriminator Loss: 0.8027... Generator Loss: 1.6085
Epoch 10/10... Discriminator Loss: 0.8765... Generator Loss: 1.9315 Epoch 10/10... Discriminator Loss: 1.1103... Generator Loss: 0.7966 Epoch 10/10... Discriminator Loss: 0.8359... Generator Loss: 1.1889 Epoch 10/10... Discriminator Loss: 0.9033... Generator Loss: 0.9764 Epoch 10/10... Discriminator Loss: 1.3307... Generator Loss: 0.6050 Epoch 10/10... Discriminator Loss: 0.8403... Generator Loss: 1.1332 Epoch 10/10... Discriminator Loss: 0.8151... Generator Loss: 1.2675 Epoch 10/10... Discriminator Loss: 1.0464... Generator Loss: 0.8300 Epoch 10/10... Discriminator Loss: 1.7219... Generator Loss: 0.3890 Epoch 10/10... Discriminator Loss: 0.7685... Generator Loss: 1.2880
Epoch 10/10... Discriminator Loss: 1.3783... Generator Loss: 0.5463 Epoch 10/10... Discriminator Loss: 0.8758... Generator Loss: 1.0882 Epoch 10/10... Discriminator Loss: 0.7831... Generator Loss: 1.3192 Epoch 10/10... Discriminator Loss: 1.0669... Generator Loss: 0.7874 Epoch 10/10... Discriminator Loss: 0.7525... Generator Loss: 1.2804 Epoch 10/10... Discriminator Loss: 1.0424... Generator Loss: 0.8307 Epoch 10/10... Discriminator Loss: 1.0459... Generator Loss: 3.0483 Epoch 10/10... Discriminator Loss: 1.2211... Generator Loss: 0.6832 Epoch 10/10... Discriminator Loss: 0.9049... Generator Loss: 1.0009 Epoch 10/10... Discriminator Loss: 0.8008... Generator Loss: 1.2252
Epoch 10/10... Discriminator Loss: 0.8766... Generator Loss: 1.0374 Epoch 10/10... Discriminator Loss: 1.0017... Generator Loss: 0.8555 Epoch 10/10... Discriminator Loss: 1.1724... Generator Loss: 0.7107 Epoch 10/10... Discriminator Loss: 0.9284... Generator Loss: 0.9946 Epoch 10/10... Discriminator Loss: 0.8770... Generator Loss: 2.5840 Epoch 10/10... Discriminator Loss: 1.2203... Generator Loss: 0.6474 Epoch 10/10... Discriminator Loss: 0.8561... Generator Loss: 1.1312 Epoch 10/10... Discriminator Loss: 0.7553... Generator Loss: 1.2527 Epoch 10/10... Discriminator Loss: 1.1566... Generator Loss: 0.7775 Epoch 10/10... Discriminator Loss: 0.6974... Generator Loss: 1.7748
Epoch 10/10... Discriminator Loss: 0.8643... Generator Loss: 1.0948 Epoch 10/10... Discriminator Loss: 1.7110... Generator Loss: 0.3826
When submitting this project, make sure to run all the cells before saving the notebook. Save the notebook file as "dlnd_face_generation.ipynb" and save it as a HTML file under "File" -> "Download as". Include the "helper.py" and "problem_unittests.py" files in your submission.